DATA 180 Final Exam
Melanie Duong
2023-12-12
Load the dataset in.
loan_default <- read.csv("C:/Users/maidn/OneDrive/Desktop/DATA 180 Melanie Duong/DATA-180-Melanie-Duong/DATA-180-Melanie-Duong/loan_default_data_set.csv")
loan_default## tot_balance avg_bal_cards credit_age credit_age_good_account
## 1 102956.11 14819.0574 238 104
## 2 132758.73 18951.9346 384 197
## 3 124658.92 15347.9297 277 110
## 4 133968.54 14050.7133 375 224
## 5 143601.80 14858.5153 374 155
## 6 83980.69 8505.4097 250 178
## 7 154508.47 19626.3647 249 132
## 8 121591.05 11143.1938 252 139
## 9 116267.28 11572.6462 263 102
## 10 144968.72 18370.6170 328 169
## 11 100988.03 7536.1966 182 80
## 12 107638.33 12727.5300 344 151
## 13 89475.84 7610.2129 377 164
## 14 111727.30 13123.6753 336 144
## 15 108849.87 14907.1317 306 133
## 16 96643.32 12297.9479 217 100
## 17 93084.81 8737.2294 210 97
## 18 131165.36 17224.6249 377 216
## 19 141563.01 17836.4269 94 61
## 20 91656.11 10692.6580 387 182
## 21 108397.85 10006.5062 331 149
## 22 101097.48 14224.4898 319 151
## 23 90168.76 12929.4713 322 131
## 24 59642.38 6238.8832 244 116
## 25 97504.62 12474.7983 409 186
## 26 93669.94 10334.4989 206 110
## 27 120888.58 12839.0998 318 198
## 28 71770.68 9920.8515 192 151
## 29 105528.68 12417.5076 279 124
## 30 100700.71 13878.4714 240 129
## 31 103304.86 12456.4110 256 143
## 32 132159.09 14990.6345 269 151
## 33 131442.00 15228.8231 285 121
## 34 108260.37 10289.5149 246 146
## 35 108962.38 11918.0379 274 130
## 36 117855.56 10996.5013 294 149
## 37 123010.53 13723.8758 210 99
## 38 132323.86 14581.5686 289 123
## 39 126847.62 13109.0115 350 162
## 40 132777.19 13891.8832 200 139
## 41 118555.83 12726.9372 221 148
## 42 105116.70 10489.8142 300 146
## 43 109894.69 15049.2257 296 171
## 44 82613.33 12223.8459 295 143
## 45 132629.31 14562.1324 332 177
## 46 118637.72 13149.3769 270 124
## 47 97618.74 18055.4059 274 180
## 48 103747.46 13695.7105 292 165
## 49 112170.39 14260.3264 304 142
## 50 74154.85 9106.1252 303 149
## 51 148715.59 18285.9671 480 213
## 52 150449.51 16815.0236 328 193
## 53 67077.68 7787.0494 307 149
## 54 135130.06 18326.2519 274 156
## 55 115855.51 13042.9379 369 195
## 56 104520.29 15966.5977 316 186
## 57 83295.11 10816.6126 206 151
## 58 114525.19 8602.4992 230 152
## 59 107297.77 10182.4163 200 136
## 60 111616.33 12238.5305 216 120
## 61 117729.05 12262.0557 295 153
## 62 106241.59 11062.5628 334 195
## 63 111457.63 10876.9902 347 135
## 64 130635.36 13944.8806 245 125
## 65 95979.71 9421.1841 290 132
## 66 100347.72 9576.9359 369 193
## 67 65007.26 10457.6638 267 128
## 68 127250.01 16095.6284 292 122
## 69 131683.83 14381.5160 312 147
## 70 113797.67 11242.6452 294 137
## 71 118415.36 15652.2482 214 109
## 72 109906.51 14967.4598 297 135
## 73 89149.28 11821.8568 153 55
## 74 130893.97 15736.3843 101 69
## 75 90446.46 13848.3127 115 55
## 76 99553.95 11326.6219 304 197
## 77 99818.73 14683.4360 404 220
## 78 54654.43 4660.5318 300 179
## 79 102105.02 13625.3356 218 129
## 80 79976.90 6675.5933 248 142
## 81 113433.76 9923.0142 263 140
## 82 126034.59 17123.4993 224 134
## 83 117048.55 12094.0536 230 129
## 84 130381.27 15833.7651 323 126
## 85 37213.81 7900.7565 254 129
## 86 93652.70 15598.0135 388 214
## 87 82664.11 10765.7885 255 106
## 88 123953.82 11576.5894 250 103
## 89 102903.32 9807.2424 273 139
## 90 90814.21 11616.5752 389 230
## 91 110300.67 12667.4893 337 167
## 92 127690.95 13176.8685 221 78
## 93 127651.81 19725.7146 155 71
## 94 60992.32 9150.7006 197 105
## 95 129410.80 15784.9610 242 153
## 96 112972.43 9974.0990 190 111
## 97 99037.83 12443.8023 355 172
## 98 158945.93 18562.9606 242 127
## 99 106517.05 9584.1825 215 45
## 100 124254.66 12492.4638 335 139
## 101 78938.33 8418.1547 304 116
## 102 126582.91 14866.0582 160 40
## 103 106322.21 11603.4517 325 157
## 104 132151.03 12465.3302 322 167
## 105 164689.32 15259.5743 258 148
## 106 103088.07 12623.2916 341 200
## 107 148076.85 13358.2211 362 162
## 108 90519.20 11391.2599 303 168
## 109 100274.26 8932.8752 256 134
## 110 91246.46 9513.3261 321 162
## 111 111540.69 15463.3442 380 177
## 112 99233.96 10110.8753 192 112
## 113 89435.52 11014.6705 444 212
## 114 97964.58 15057.1107 275 171
## 115 75636.40 7683.8187 247 171
## 116 100416.32 11206.7983 242 166
## 117 129968.59 11277.0859 360 171
## 118 101955.76 12723.4230 297 196
## 119 125259.59 11622.5649 257 147
## 120 101340.85 10859.0472 199 149
## 121 151754.01 17685.9586 255 165
## 122 79795.73 9781.2182 415 182
## 123 64297.85 9957.2790 286 161
## 124 72820.77 12984.6065 414 228
## 125 84644.24 10296.7161 247 121
## 126 115661.14 11546.7280 312 164
## 127 132562.05 15063.5032 365 147
## 128 144936.01 16208.9608 164 87
## 129 146377.07 20455.4389 113 97
## 130 87361.21 9299.2170 272 205
## 131 108638.05 13700.9114 226 113
## 132 128212.73 12397.1534 349 177
## 133 146278.90 15689.0815 311 134
## 134 146975.55 13799.8038 183 91
## 135 73771.71 10224.2845 284 154
## 136 120322.51 11299.9075 299 177
## 137 101368.73 11543.8633 340 168
## 138 69011.31 8445.1617 173 128
## 139 125435.86 15762.0553 274 175
## 140 101183.11 13316.9177 304 157
## 141 146690.63 15049.3574 262 138
## 142 136764.52 14263.7635 288 147
## 143 126151.75 14030.3006 262 207
## 144 82850.66 10721.3997 428 227
## 145 137653.28 17178.4019 270 116
## 146 115323.84 12465.8489 197 102
## 147 102592.76 12850.6613 172 126
## 148 118500.52 11163.5794 283 129
## 149 118182.13 13651.6772 274 140
## 150 121883.72 13699.6388 258 114
## 151 108860.50 15705.1493 167 72
## 152 108287.61 13757.5900 279 154
## 153 146255.77 12746.1935 309 170
## 154 113321.90 12167.1180 0 50
## 155 102640.42 11133.1460 376 178
## 156 137052.55 14382.9546 344 159
## 157 127666.15 11730.3911 251 152
## 158 73224.89 8344.7498 305 188
## 159 85462.59 10129.9962 232 110
## 160 106753.78 12904.5871 242 128
## 161 106006.39 12649.4715 391 156
## 162 76758.33 8430.4257 89 68
## 163 127009.18 14833.4314 293 144
## 164 95742.15 8821.5974 428 216
## 165 115267.34 16495.0840 140 72
## 166 101125.02 17690.1323 287 125
## 167 81507.83 14313.4611 272 106
## 168 62175.05 5765.7649 237 121
## 169 118965.18 11678.8268 294 159
## 170 121405.11 14361.6582 200 178
## 171 89286.34 6823.2448 253 145
## 172 96606.47 9562.3996 248 92
## 173 89985.61 9519.7896 391 171
## 174 155781.52 17530.4792 286 124
## 175 106672.40 17083.6260 230 129
## 176 133714.68 14212.3475 344 219
## 177 73241.02 9431.2564 385 169
## 178 110231.33 10692.8455 178 100
## 179 108307.20 13916.1936 176 79
## 180 140373.04 14512.3071 239 134
## 181 100116.73 10322.4067 310 151
## 182 84553.09 14270.6061 247 115
## 183 120288.42 10449.9439 287 187
## 184 103247.27 14005.2217 326 138
## 185 110481.34 15925.6066 258 139
## 186 116902.74 14045.5139 326 187
## 187 97536.40 6638.4262 240 182
## 188 74329.32 5035.6459 133 91
## 189 122954.02 9970.0938 313 154
## 190 110558.30 10584.1515 224 164
## 191 93715.61 12801.3064 229 141
## 192 129558.34 11990.9151 283 120
## 193 114781.05 15606.4507 304 174
## 194 117086.27 14040.4494 289 160
## 195 84770.09 12834.4558 337 225
## 196 135659.75 17360.7007 359 216
## 197 129800.96 12323.5484 212 144
## 198 70589.62 9908.6959 251 127
## 199 71743.21 8019.1696 311 107
## 200 97529.79 12333.6725 376 179
## 201 116679.76 13721.1648 360 169
## 202 85163.90 10123.7925 248 127
## 203 106523.82 11448.3510 321 162
## 204 105010.70 13532.7562 228 89
## 205 112253.25 12899.8201 168 93
## 206 112577.80 13320.0943 181 134
## 207 111572.99 13470.4032 416 236
## 208 126999.34 11440.4662 274 154
## 209 103479.55 8432.9670 376 220
## 210 94593.69 9820.7369 346 162
## 211 98090.97 10281.1528 164 91
## 212 104847.46 10663.4044 255 154
## 213 82667.48 7646.5504 440 221
## 214 116939.89 9856.1855 354 197
## 215 93928.87 13730.7329 289 152
## 216 115999.14 15320.5701 266 125
## 217 118938.32 9358.6900 262 166
## 218 129282.65 15520.5671 239 170
## 219 117373.36 9878.6099 285 189
## 220 120429.46 17455.2666 388 215
## 221 109106.12 14630.6365 246 125
## 222 96130.10 12080.4770 335 141
## 223 135813.57 12956.8794 368 151
## 224 113245.04 11049.6658 285 138
## 225 77551.69 11366.2470 368 171
## 226 93730.19 11750.6833 200 108
## 227 159443.25 15709.8139 221 130
## 228 129081.02 11692.7041 274 154
## 229 136295.11 19486.0577 119 107
## 230 90007.06 10055.6714 217 135
## 231 97479.41 12340.5255 266 112
## 232 124699.13 18140.6821 277 137
## 233 132662.49 15627.6982 393 173
## 234 92146.27 14458.3013 190 124
## 235 92697.59 7356.4551 356 190
## 236 97018.97 9042.1438 173 85
## 237 157638.07 18375.3203 271 172
## 238 119206.98 14749.4030 315 159
## 239 109029.73 13034.1873 306 164
## 240 135590.21 10752.5852 245 131
## 241 103195.74 6869.1719 373 209
## 242 87640.71 14131.7477 203 110
## 243 92352.25 12025.8036 159 59
## 244 105985.75 12899.0650 345 208
## 245 140767.46 10630.9173 237 100
## 246 111384.70 15788.1889 414 230
## 247 78958.78 4772.8629 226 129
## 248 99126.66 10843.4500 205 117
## 249 136786.94 14611.4207 264 131
## 250 120060.91 16654.2930 280 156
## 251 94356.92 8275.2235 423 208
## 252 92738.42 9801.5364 147 65
## 253 84707.15 10125.5834 250 98
## 254 118010.43 8581.3484 250 108
## 255 126457.70 14251.8609 331 146
## 256 122731.54 13757.9728 294 132
## 257 131821.22 15179.2525 315 162
## 258 88360.73 12990.6801 211 112
## 259 92011.91 10535.8861 296 169
## 260 137397.84 14362.2441 379 179
## 261 132817.79 17732.4465 332 143
## 262 96104.76 12764.9778 174 53
## 263 80852.00 9056.9032 239 101
## 264 122942.71 12911.5105 421 207
## 265 98619.65 11909.0854 312 164
## 266 58403.77 10761.1304 404 159
## 267 98738.68 9193.5287 297 138
## 268 108649.17 13346.4115 347 217
## 269 123937.58 13666.2897 222 115
## 270 159611.82 12685.6969 147 72
## 271 127373.95 11527.9896 174 129
## 272 69997.36 8606.6642 311 105
## 273 67724.13 9535.3377 362 160
## 274 66910.68 10522.6365 289 133
## 275 90315.52 9065.9643 212 83
## 276 105777.60 14712.7224 394 168
## 277 117275.00 13103.0795 226 162
## 278 93552.94 11579.4635 413 210
## 279 130064.36 19525.7607 397 201
## 280 66348.08 5764.1919 124 72
## 281 79782.00 9124.6878 167 47
## 282 86427.44 7215.8688 261 140
## 283 92927.48 13227.1999 198 106
## 284 99504.83 12900.4454 310 169
## 285 94649.94 11289.0067 227 141
## 286 121698.45 13000.9308 293 118
## 287 90632.69 7658.8550 217 149
## 288 76976.91 10283.9556 176 105
## 289 95018.85 9667.0770 338 169
## 290 75075.71 7480.0676 179 117
## 291 123409.78 11357.8879 330 190
## 292 112568.48 12094.8150 197 100
## 293 107691.32 13339.8413 243 108
## 294 115415.27 12581.3242 205 78
## 295 96742.20 11732.3618 244 138
## 296 101492.74 12037.3944 331 161
## 297 111438.88 10779.1349 209 75
## 298 127122.96 15607.3398 291 130
## 299 100091.86 13794.9933 398 193
## 300 73226.22 11438.1582 397 198
## 301 104759.18 14273.7833 292 179
## 302 109408.47 12557.8325 290 189
## 303 84909.28 10661.3003 229 150
## 304 117602.81 16213.3518 344 203
## 305 88693.97 15549.8343 151 78
## 306 63088.28 6689.5421 328 184
## 307 120194.03 14590.4488 340 173
## 308 88132.67 10781.1198 285 146
## 309 84729.63 9339.6096 257 140
## 310 91048.99 14724.6343 229 159
## 311 127819.39 15856.8301 251 159
## 312 139564.04 13226.3149 371 196
## 313 144675.32 9931.4907 149 101
## 314 120573.58 14332.3806 187 80
## 315 107978.13 11116.2216 255 162
## 316 119165.82 11741.6030 295 171
## 317 120331.48 14336.8167 258 125
## 318 122214.43 10940.5932 302 192
## 319 68799.46 8055.6855 251 141
## 320 103698.81 14105.5367 331 164
## 321 111085.94 11979.3034 367 150
## 322 100742.04 5982.8586 213 100
## 323 68974.47 6583.5654 287 163
## 324 93006.64 6286.4476 284 124
## 325 106543.99 14509.6782 293 162
## 326 108273.25 17325.8456 237 109
## 327 142815.62 12370.9214 271 114
## 328 103525.08 11352.7504 193 88
## 329 106559.11 15715.4011 377 198
## 330 82172.51 10779.5972 267 152
## 331 114414.12 12931.8997 296 143
## 332 127546.81 11099.3904 465 215
## 333 108967.14 14214.3389 324 126
## 334 123230.64 14079.9000 428 197
## 335 108390.00 14167.4779 361 170
## 336 101320.54 11386.0615 376 214
## 337 141624.41 17483.5320 238 102
## 338 92885.45 8004.4466 228 146
## 339 102395.89 12427.3804 339 187
## 340 157263.91 18034.7709 217 99
## 341 122686.16 15125.6866 187 58
## 342 70949.56 6449.5051 241 131
## 343 124442.14 11992.6242 195 149
## 344 74566.63 8975.2847 291 172
## 345 105784.35 14499.8267 200 124
## 346 126271.04 9763.8487 361 201
## 347 110364.12 13330.9282 236 64
## 348 108123.52 8355.6535 247 139
## 349 132664.30 12398.6791 310 188
## 350 122046.99 14858.2169 358 198
## 351 50108.37 12110.0317 314 149
## 352 83196.70 10283.1870 308 187
## 353 134437.11 14551.8128 247 167
## 354 127836.40 16964.3310 181 106
## 355 79949.87 8898.3537 401 191
## 356 97305.76 12791.0272 132 99
## 357 98125.10 9308.8139 269 133
## 358 104508.28 10132.8194 231 147
## 359 82722.85 10987.3961 243 113
## 360 89017.42 12682.2208 225 89
## 361 47830.97 9999.3418 122 41
## 362 75916.80 6338.5484 177 69
## 363 96423.40 9937.2828 342 154
## 364 155378.27 18149.1864 305 146
## 365 90189.18 12404.9943 321 121
## 366 104125.06 10954.0009 340 186
## 367 94010.61 11406.5885 234 112
## 368 130211.47 9425.6839 144 44
## 369 147865.96 13790.9704 316 184
## 370 55479.15 7571.6393 354 204
## 371 94067.86 11323.8320 367 200
## 372 113490.20 16442.2127 240 133
## 373 91213.36 9307.9456 321 137
## 374 120865.66 14300.4602 268 120
## 375 60871.90 6593.8268 399 198
## 376 93000.47 9758.2954 295 144
## 377 106821.70 10883.9611 351 168
## 378 63818.79 11427.4390 247 141
## 379 79227.69 7399.5022 332 175
## 380 72645.78 8076.8763 376 193
## 381 135252.51 13901.4312 215 106
## 382 113646.32 12327.9549 320 139
## 383 95485.74 11728.2416 301 204
## 384 126718.88 15386.2028 274 147
## 385 109628.74 17733.4519 199 106
## 386 95049.49 12166.9624 326 153
## 387 114018.25 13447.6573 263 150
## 388 97186.83 10739.9926 328 156
## 389 104144.47 14970.1197 329 157
## 390 126696.90 12148.4313 383 159
## 391 80796.74 8380.2664 254 130
## 392 103191.18 14955.0635 235 145
## 393 72630.02 10826.3551 240 120
## 394 109365.27 11474.5624 243 126
## 395 104434.10 14463.5509 192 126
## 396 138784.87 15806.0332 318 97
## 397 114329.16 17553.7394 361 209
## 398 97358.77 10282.5894 340 170
## 399 95202.72 9439.6943 236 111
## 400 92215.24 8433.2115 222 112
## 401 116349.71 15720.6630 285 127
## 402 106064.20 13724.9369 289 186
## 403 110526.98 13653.4228 259 129
## 404 86198.21 10370.7557 275 150
## 405 132235.32 12854.9508 344 134
## 406 102674.43 11472.0181 329 164
## 407 92833.44 9817.4045 214 122
## 408 126831.41 16098.7100 258 191
## 409 86873.65 10660.8523 499 232
## 410 72119.23 12056.4242 253 100
## 411 96941.49 11326.6852 294 196
## 412 83271.69 10551.5171 233 92
## 413 102749.68 9995.9622 347 155
## 414 142683.07 15261.5950 168 82
## 415 112903.48 13876.0284 488 229
## 416 115244.26 8414.4268 176 142
## 417 134318.00 11978.7001 296 177
## 418 79469.40 9463.2119 202 105
## 419 84182.10 7735.3715 236 95
## 420 109523.33 12592.4652 255 168
## 421 76613.94 12393.7017 369 172
## 422 141236.54 15057.0133 350 127
## 423 147743.51 14855.9662 274 111
## 424 89232.42 12947.0214 304 146
## 425 125728.86 14988.8387 290 123
## 426 87942.86 8767.8872 435 217
## 427 99619.81 12852.2501 402 153
## 428 92824.26 13383.5154 143 112
## 429 149677.91 16375.4433 322 160
## 430 123365.86 16542.8085 188 87
## 431 129239.93 14082.2004 331 158
## 432 136376.29 14334.3312 115 46
## 433 82101.57 13134.6632 282 120
## 434 93077.64 10290.0223 261 175
## 435 111352.26 16280.8884 421 196
## 436 65673.30 6964.3307 212 145
## 437 81379.04 7136.3683 247 155
## 438 116750.13 13882.6678 169 117
## 439 121819.82 13598.4147 225 147
## 440 116475.68 12378.2998 221 128
## 441 90420.94 11135.4277 262 137
## 442 104576.43 11331.9102 306 145
## 443 109291.44 14849.3844 111 81
## 444 77228.29 6588.4623 262 166
## 445 79110.69 13561.8477 347 145
## 446 131938.54 13888.6527 213 95
## 447 87292.78 10116.1225 210 106
## 448 108153.92 12252.0043 149 93
## 449 116260.57 14098.8203 378 206
## 450 73809.08 8828.6083 413 186
## 451 121768.42 11513.2418 222 116
## 452 109256.37 7412.9114 294 164
## 453 94585.66 13017.1328 259 139
## 454 130933.76 17886.3831 328 121
## 455 91096.05 9649.8918 223 106
## 456 120633.92 11686.1841 222 166
## 457 120064.11 11425.5289 424 213
## 458 98585.48 9804.1762 365 209
## 459 75682.39 9928.1213 405 216
## 460 123800.43 14100.5509 192 127
## 461 93403.92 13282.5167 352 176
## 462 76644.97 7888.8758 206 141
## 463 131775.95 16072.6084 185 81
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## 465 114371.65 9957.4303 284 135
## 466 99536.40 12731.5180 330 185
## 467 129880.17 13077.2083 185 69
## 468 123433.79 10402.2428 387 193
## 469 120202.76 10551.2113 332 173
## 470 132600.94 15538.5497 253 185
## 471 113947.80 10495.2167 448 274
## 472 88878.77 13275.1813 279 148
## 473 131175.46 13177.8667 189 113
## 474 124653.20 12089.1899 373 143
## 475 64770.48 5855.2432 211 125
## 476 176118.32 15540.9438 373 204
## 477 113191.09 12486.9713 391 213
## 478 64277.02 9272.1716 310 157
## 479 116941.07 14723.9416 348 172
## 480 95574.45 15250.0434 204 100
## 481 103040.35 11390.5066 278 181
## 482 148131.12 17206.7130 281 165
## 483 114919.46 9489.7098 244 101
## 484 118837.18 14648.0799 269 167
## 485 98483.56 11147.0721 389 169
## 486 119496.83 12088.2666 319 144
## 487 135823.55 12047.0783 279 181
## 488 83442.30 12865.4539 202 106
## 489 138124.83 18964.7653 186 124
## 490 83422.04 13684.7318 229 141
## 491 95583.10 10854.9676 241 149
## 492 129267.84 13190.5132 157 117
## 493 79586.33 11847.9635 301 123
## 494 103805.03 12071.2213 273 151
## 495 127260.53 17632.7407 217 119
## 496 86036.10 9122.8255 306 117
## 497 83564.07 9683.2179 192 113
## 498 98071.47 7216.5414 256 166
## 499 97864.33 12118.4263 294 142
## 500 90356.99 8165.5799 290 171
## 501 91440.42 7369.2131 334 156
## 502 122730.65 12632.9152 311 177
## 503 121898.10 12436.7742 278 126
## 504 134474.43 16741.8547 382 245
## 505 105430.46 10859.2035 296 144
## 506 116921.78 11571.0209 204 104
## 507 112616.67 10183.4033 167 88
## 508 101396.77 14375.3116 214 135
## 509 87418.99 9555.9394 255 122
## 510 116336.19 13678.4458 354 166
## 511 92132.50 11171.2260 266 166
## 512 126051.86 13700.0163 431 225
## 513 124366.65 13543.1137 298 127
## 514 78525.06 6720.9936 273 152
## 515 63626.44 6265.5659 258 133
## 516 114035.77 11542.7746 352 166
## 517 151687.55 14129.3866 304 161
## 518 116454.88 12699.1834 234 116
## 519 79680.01 10449.5494 324 180
## 520 71826.49 9694.9202 333 201
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## 1628 126248.52 12301.3076 183 68
## 1629 141853.34 15766.8206 151 95
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## 1635 57385.46 10372.5498 169 121
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## 1637 74985.27 9953.1862 297 111
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## 1640 74389.20 11960.7358 262 124
## 1641 102589.34 9324.3909 321 154
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## 1643 101116.44 9549.1069 239 127
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## 1648 122346.80 15339.4639 248 171
## 1649 57637.26 11011.8783 327 142
## 1650 103683.47 11086.9121 353 188
## 1651 125599.77 13573.5173 243 148
## 1652 152821.15 16408.7015 238 132
## 1653 101586.30 11158.5986 249 165
## 1654 99385.43 11677.6898 437 219
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## 1657 120763.09 13460.6246 265 173
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## 1659 130394.26 10312.5285 283 126
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## 1661 65608.78 7189.7357 395 175
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## 1665 137123.61 14881.8655 240 134
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## 1667 113475.77 12457.7773 319 190
## 1668 90720.22 9029.3970 370 179
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## 1670 83387.53 9521.0797 328 175
## 1671 167186.93 18308.4043 359 197
## 1672 65631.34 4446.1469 78 78
## 1673 132714.60 15053.0709 324 114
## 1674 117201.36 12686.5403 225 130
## 1675 92792.66 9955.7784 107 59
## 1676 132528.87 11919.4272 320 147
## 1677 107140.70 10729.3311 262 113
## 1678 96606.91 7680.9644 366 184
## 1679 98992.47 12920.0190 293 134
## 1680 109961.20 14232.2376 379 171
## 1681 158059.64 15896.5578 223 96
## 1682 123706.53 10862.2544 262 167
## 1683 154176.14 18788.1842 317 140
## 1684 52514.33 6019.0727 166 94
## 1685 112179.41 14639.5047 236 130
## 1686 99812.77 10026.4921 309 184
## 1687 134912.31 15195.3993 228 139
## 1688 119496.22 12840.6962 349 180
## 1689 59249.90 6076.4782 337 175
## 1690 74759.60 9977.1037 288 176
## 1691 67515.62 6516.1929 263 159
## 1692 138611.76 11123.5493 354 187
## 1693 96979.78 12327.0142 385 202
## 1694 88819.90 9615.7900 106 81
## 1695 99916.91 8172.7995 327 148
## 1696 52513.17 7111.8300 389 238
## 1697 78997.08 11378.7310 291 161
## 1698 119729.62 11907.8682 373 206
## 1699 136392.42 17007.9804 264 153
## 1700 108461.67 10638.3610 323 195
## 1701 138147.89 16731.6997 417 224
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## 1704 104708.21 12457.6624 330 216
## 1705 118818.20 15554.3882 353 158
## 1706 129409.49 13889.5368 291 159
## 1707 145944.84 19785.3196 160 87
## 1708 133579.71 13310.1882 285 144
## 1709 130936.45 13850.8504 309 178
## 1710 63006.10 8448.1472 326 159
## 1711 91826.19 10967.3676 310 166
## 1712 140503.85 17264.7284 217 120
## 1713 117205.80 15228.9955 231 169
## 1714 135270.33 14782.5381 123 66
## 1715 123630.46 13840.8434 174 80
## 1716 118275.85 11910.3907 133 87
## 1717 98934.74 10703.4776 280 107
## 1718 157856.37 18462.1663 337 123
## 1719 107159.70 15514.9611 317 158
## 1720 104690.44 12177.1419 230 115
## 1721 140258.30 21058.6857 282 140
## 1722 102234.44 12168.9286 231 165
## 1723 104699.30 13883.8078 385 182
## 1724 104368.20 9191.7606 379 181
## 1725 104206.61 13775.1494 337 160
## 1726 88153.73 10711.6840 127 131
## 1727 114908.19 10591.3432 374 190
## 1728 71614.13 9740.1963 381 187
## 1729 113829.04 15647.0095 244 134
## 1730 72192.26 9883.2674 345 193
## 1731 108962.74 16564.0890 131 97
## 1732 115060.01 11760.9310 213 119
## 1733 121009.64 12166.0882 237 132
## 1734 133504.25 16266.3225 345 170
## 1735 64752.34 6195.3908 434 222
## 1736 137030.49 14395.4633 347 172
## 1737 92583.16 12702.5430 321 183
## 1738 109563.17 8338.9538 290 152
## 1739 94497.60 12187.9830 192 88
## 1740 109636.42 10964.5433 230 125
## 1741 109174.12 7830.7226 387 200
## 1742 104446.93 14615.7422 230 124
## 1743 96190.64 10244.6271 291 142
## 1744 93048.78 6498.9349 309 133
## 1745 78498.59 9581.9499 370 148
## 1746 113976.02 16540.2426 335 142
## 1747 107420.41 13278.5247 179 97
## 1748 156806.11 15493.3548 363 187
## 1749 123285.23 17301.6598 330 158
## 1750 115417.03 10738.8283 324 182
## 1751 132266.90 15385.5231 177 86
## 1752 108923.23 11941.8854 294 168
## 1753 139051.90 17921.2235 389 173
## 1754 144658.60 20217.3940 372 187
## 1755 123763.63 13085.9399 260 126
## 1756 92559.46 10158.6779 260 160
## 1757 134723.53 17912.0319 312 181
## 1758 121330.23 10226.9668 286 111
## 1759 101461.16 13948.1508 339 171
## 1760 93510.11 9617.7321 238 125
## 1761 132140.36 16821.2373 160 59
## 1762 106498.60 8513.3803 308 126
## 1763 85637.95 12497.1746 287 129
## 1764 98773.21 11316.1946 197 144
## 1765 93841.73 13879.4018 308 155
## 1766 90530.61 9534.6485 384 189
## 1767 129008.38 15579.7690 251 117
## 1768 96243.89 13840.9846 342 183
## 1769 132916.75 12418.2665 208 143
## 1770 123393.28 14952.6105 373 187
## 1771 131744.48 8323.1796 432 196
## 1772 124058.62 14068.5689 385 176
## 1773 95505.57 9739.1671 155 93
## 1774 93583.13 12862.0324 257 153
## 1775 96031.20 14203.1812 113 78
## 1776 148301.37 13844.7708 292 156
## 1777 135991.46 12826.1212 330 149
## 1778 108142.98 10298.7173 309 188
## 1779 104933.34 12332.2708 268 139
## 1780 92557.84 11124.6836 278 150
## 1781 134462.38 12753.2700 310 133
## 1782 95091.64 12413.8662 277 118
## 1783 115217.69 15905.6812 232 98
## 1784 103444.27 12786.4297 308 176
## 1785 128366.08 11826.8889 280 118
## 1786 112197.90 14476.5034 330 171
## 1787 124126.27 15414.7737 217 156
## 1788 115438.67 13992.2179 305 145
## 1789 102604.54 12790.5317 239 117
## 1790 121139.81 13508.7969 298 128
## 1791 154394.59 13690.2971 249 115
## 1792 157337.05 15387.4581 343 163
## 1793 101470.35 9835.2350 371 204
## 1794 132981.59 18280.4776 280 130
## 1795 151630.20 14390.2366 219 127
## 1796 102619.07 12711.6251 175 104
## 1797 177612.90 16838.0329 189 131
## 1798 76171.23 8044.2678 295 133
## 1799 117572.08 15399.5027 168 74
## 1800 106336.38 9247.0387 270 121
## 1801 102423.26 11508.1307 378 158
## 1802 124388.25 16372.1521 364 193
## 1803 111855.53 12337.9315 299 90
## 1804 86716.28 9950.5101 321 193
## 1805 117728.53 11000.1686 364 168
## 1806 132291.24 10984.6895 219 180
## 1807 125326.66 9376.2815 320 153
## 1808 103845.90 12109.4381 365 192
## 1809 133843.98 13814.8448 202 121
## 1810 135526.82 13623.1893 103 76
## 1811 118729.77 11554.4250 238 106
## 1812 127067.19 14741.0019 205 117
## 1813 110482.09 11957.4425 232 126
## 1814 94708.97 15824.7661 338 173
## 1815 62596.96 8062.7753 340 149
## 1816 117483.48 13993.3609 118 58
## 1817 66597.77 9116.7908 322 151
## 1818 166881.52 15891.8981 416 195
## 1819 69831.28 8203.8644 129 66
## 1820 86052.46 9407.1881 349 179
## 1821 124599.82 14073.1074 434 198
## 1822 84983.85 9582.5837 292 184
## 1823 113051.98 13342.1441 270 144
## 1824 95438.01 11325.4887 285 121
## 1825 115023.82 9995.2597 138 89
## 1826 114253.07 12954.3301 310 118
## 1827 74691.12 9171.8435 197 121
## 1828 110729.68 12253.9963 271 117
## 1829 133243.25 18808.3748 310 129
## 1830 110389.56 12034.6226 228 120
## 1831 106231.42 12179.4442 335 194
## 1832 96138.12 11177.1883 291 149
## 1833 71835.89 7742.6699 238 170
## 1834 66091.40 6738.6347 250 127
## 1835 74866.46 10326.6604 397 197
## 1836 85467.55 9830.6539 320 158
## 1837 72700.74 9583.9727 251 158
## 1838 117335.03 13150.0446 285 183
## 1839 128623.25 12843.8358 324 174
## 1840 79033.24 8287.5572 293 136
## 1841 133778.64 15689.2066 281 97
## 1842 127527.56 11219.8696 319 161
## 1843 117765.55 11788.7642 465 235
## 1844 118115.95 16041.5473 391 211
## 1845 121740.78 15899.6553 379 195
## 1846 101266.96 7378.9842 344 154
## 1847 85926.57 10353.9413 227 109
## 1848 74387.48 13390.9449 229 97
## 1849 124529.19 12614.4164 113 100
## 1850 110840.28 17598.4468 300 165
## 1851 101836.62 12210.9753 314 153
## 1852 102501.82 9376.2326 277 113
## 1853 99553.93 12974.0484 320 171
## 1854 111395.77 11612.3184 258 161
## 1855 99773.75 9449.3212 218 91
## 1856 46848.83 8347.1614 312 169
## 1857 91251.52 4432.0746 211 108
## 1858 92748.49 10010.1827 304 164
## 1859 156722.49 16733.4002 222 144
## 1860 73699.06 6783.7210 340 187
## 1861 128532.04 10087.6173 266 165
## 1862 90098.32 11063.0562 204 119
## 1863 99567.22 10175.9635 292 180
## 1864 120961.80 14322.3008 276 155
## 1865 97325.45 6157.7663 316 150
## 1866 102085.06 12460.6296 221 111
## 1867 108283.45 8874.0557 293 107
## 1868 116025.43 12127.5684 412 109
## 1869 127213.97 13570.2131 314 146
## 1870 87379.23 8379.4891 399 166
## 1871 101379.31 10467.4364 318 177
## 1872 71583.17 7479.4492 183 88
## 1873 123717.04 14759.6981 389 210
## 1874 71046.29 8429.5964 310 174
## 1875 94618.71 10885.0212 76 52
## 1876 104212.02 11607.6707 308 150
## 1877 114046.17 11625.3882 313 190
## 1878 132172.46 11991.9534 374 122
## 1879 59502.46 6733.1813 306 134
## 1880 94994.94 12028.5875 276 142
## 1881 97827.11 10026.6591 274 142
## 1882 100246.05 10147.2768 229 122
## 1883 137759.38 17684.4837 204 81
## 1884 83609.97 9392.0245 389 193
## 1885 92180.23 9761.9452 384 168
## 1886 113169.59 11339.3563 298 125
## 1887 135932.65 13676.8619 102 77
## 1888 117079.38 11016.6333 348 159
## 1889 131938.28 19028.4026 322 167
## 1890 89870.83 10316.0197 164 89
## 1891 91595.39 11575.8372 269 135
## 1892 118012.02 15506.5828 253 96
## 1893 103435.95 12871.9889 191 102
## 1894 99110.54 13654.3075 296 134
## 1895 145198.02 17462.6303 264 163
## 1896 70050.06 10292.3477 420 220
## 1897 120065.81 13274.4934 277 147
## 1898 107112.73 13200.4856 350 151
## 1899 138419.06 13796.3488 313 153
## 1900 75649.47 10980.7798 353 163
## 1901 74443.26 8143.4875 396 207
## 1902 100118.93 9984.6997 329 206
## 1903 140498.21 17737.5186 365 196
## 1904 90744.13 6570.4608 258 137
## 1905 116982.42 15607.9091 158 51
## 1906 80583.83 9837.3673 330 193
## 1907 95109.00 16756.1021 290 164
## 1908 83081.49 9184.0790 391 200
## 1909 90576.12 9017.1446 280 178
## 1910 128281.05 13177.8314 301 134
## 1911 30917.23 8654.1397 313 188
## 1912 118938.01 13621.8281 158 91
## 1913 107141.00 10385.4089 227 127
## 1914 121965.74 12088.8126 388 182
## 1915 91762.52 12749.7907 292 159
## 1916 111693.77 12187.5478 287 154
## 1917 68832.03 6112.6979 283 157
## 1918 110558.35 12996.7873 320 172
## 1919 96976.53 11185.1153 267 161
## 1920 95012.61 13918.1620 277 136
## 1921 77541.80 5432.8166 259 110
## 1922 123366.15 14233.8426 415 211
## 1923 111180.21 13606.2702 281 127
## 1924 158020.94 18425.1572 353 192
## 1925 117743.83 14359.0563 280 171
## 1926 71539.58 5181.7134 242 154
## 1927 97930.30 11849.6491 400 204
## 1928 97756.24 10861.4266 195 104
## 1929 94254.62 8737.4551 294 168
## 1930 133870.33 17822.7500 333 163
## 1931 105339.17 8633.5776 181 74
## 1932 76720.82 10419.5949 167 114
## 1933 107863.48 12608.7433 306 170
## 1934 133423.50 15674.6494 156 107
## 1935 125833.44 12355.3876 193 90
## 1936 85303.20 8945.2476 360 172
## 1937 112924.14 11818.3646 355 218
## 1938 130601.87 16518.7614 202 72
## 1939 89583.26 10254.1541 209 107
## 1940 97705.24 14036.6105 199 108
## 1941 132678.85 16260.7011 345 234
## 1942 99722.50 14915.5898 318 180
## 1943 126020.35 13930.9313 390 172
## 1944 115523.91 12711.5432 266 116
## 1945 119103.03 12709.9062 228 130
## 1946 86006.53 7558.5890 216 86
## 1947 101578.85 10546.0651 258 151
## 1948 97616.48 11816.1493 239 120
## 1949 140292.59 15478.7656 237 112
## 1950 82138.88 9732.6675 278 122
## 1951 114234.52 16610.8894 332 153
## 1952 65959.74 13180.5853 297 144
## 1953 80091.54 7571.9050 243 105
## 1954 108230.62 7342.1082 297 168
## 1955 102650.50 13982.9816 340 195
## 1956 112705.50 11302.8135 195 119
## 1957 97967.50 9900.1781 294 175
## 1958 153222.54 19905.8278 214 87
## 1959 111908.60 16676.6744 189 74
## 1960 121488.34 13856.5811 291 170
## 1961 142781.21 17264.8963 307 169
## 1962 107350.66 10984.5927 286 172
## 1963 137157.08 13800.5018 173 102
## 1964 97934.71 14321.3052 265 98
## 1965 127620.66 18158.0062 394 176
## 1966 119131.10 13486.4476 216 163
## 1967 83579.58 10884.7323 232 122
## 1968 105263.27 11108.6063 222 130
## 1969 90228.46 10088.9008 249 148
## 1970 108202.81 12368.0509 249 115
## 1971 110991.56 15697.8866 147 99
## 1972 118664.60 11973.5132 275 91
## 1973 63388.61 8448.5553 186 78
## 1974 99613.36 15347.8347 236 110
## 1975 87002.34 9250.8827 149 90
## 1976 96225.53 11373.9559 314 153
## 1977 101147.94 11268.0504 217 183
## 1978 105751.94 16328.7926 434 246
## 1979 60464.15 9507.7294 312 155
## 1980 118415.26 13351.9033 236 152
## 1981 82317.01 9206.6760 404 239
## 1982 117077.92 12866.8489 210 90
## 1983 97323.95 15347.8296 184 112
## 1984 104499.81 13077.5477 240 99
## 1985 86403.93 12922.2707 287 146
## 1986 118742.41 16222.5652 155 63
## 1987 117864.67 12772.8360 329 176
## 1988 141801.97 14351.8735 237 152
## 1989 144223.42 11798.1136 384 195
## 1990 75817.19 7904.3713 248 88
## 1991 123017.50 9166.4197 227 113
## 1992 147535.89 14555.9716 292 153
## 1993 119897.00 11286.6829 184 124
## 1994 116719.65 14753.6291 363 182
## 1995 88974.04 9724.6276 230 91
## 1996 105445.96 11418.3457 217 130
## 1997 109943.13 10347.7314 263 142
## 1998 85393.30 7693.8498 371 160
## 1999 127861.87 13284.0291 244 149
## 2000 107092.48 11497.6878 251 152
## 2001 133406.29 13055.4114 276 142
## 2002 93237.77 8481.3017 286 133
## 2003 104458.68 17392.9587 179 71
## 2004 110279.85 9847.4039 275 163
## 2005 135375.71 18040.3441 392 214
## 2006 105908.88 14887.1476 341 163
## 2007 116057.87 13234.7917 277 167
## 2008 91734.64 11370.9568 319 169
## 2009 137418.90 15899.0483 235 128
## 2010 100298.78 11323.3495 234 117
## 2011 98675.23 10873.2725 160 89
## 2012 141709.66 15292.4597 289 137
## 2013 85966.51 9344.7796 323 119
## 2014 144189.88 18142.1375 288 137
## 2015 117992.72 13722.6139 223 122
## 2016 114024.94 11372.9731 275 127
## 2017 99614.23 10311.1455 317 147
## 2018 105153.01 11515.9422 294 158
## 2019 130584.83 13036.7564 281 177
## 2020 110843.05 10893.4661 330 187
## 2021 121211.45 16022.6381 238 164
## 2022 56399.65 10983.3509 286 149
## 2023 65992.07 10282.2270 366 171
## 2024 72314.00 4878.7544 377 189
## 2025 102665.95 12686.1136 163 81
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## 4504 93709.27 10686.3448 353 123
## 4505 102296.28 8522.9183 185 107
## 4506 107109.53 11247.4311 290 174
## 4507 122240.38 14008.4686 321 157
## 4508 76410.76 10840.9411 232 139
## 4509 100410.02 10272.7071 236 157
## 4510 117570.45 12316.1870 277 158
## 4511 80198.73 10039.7057 420 213
## 4512 115876.61 9905.6280 480 201
## 4513 145955.85 14486.0352 292 138
## 4514 115850.63 9773.4130 275 100
## 4515 131978.10 17501.9349 363 186
## 4516 100099.73 10784.6798 229 140
## 4517 39126.32 6580.8120 65 57
## 4518 118086.66 15260.4722 213 138
## 4519 79613.62 11806.9687 283 147
## 4520 108348.94 7671.7666 170 116
## 4521 107086.22 12662.4105 243 185
## 4522 92666.47 13308.6245 380 205
## 4523 78121.67 12735.4000 287 121
## 4524 119698.71 10545.6771 264 113
## 4525 121000.10 16534.5809 405 187
## 4526 113797.32 15897.8047 123 80
## 4527 64296.12 6580.3000 450 226
## 4528 91320.95 13284.0369 205 145
## 4529 108847.00 14972.5484 418 199
## 4530 122542.55 13606.7542 281 105
## 4531 114168.35 13081.8275 408 179
## 4532 87181.98 10725.0740 309 196
## 4533 110393.18 13740.2242 318 156
## 4534 89107.34 8637.0945 316 197
## 4535 111235.72 12055.5154 326 168
## 4536 114104.55 12781.9910 391 207
## 4537 128788.99 12971.7329 251 119
## 4538 120335.48 17848.8921 255 116
## 4539 86625.65 7026.2140 328 138
## 4540 99394.96 11418.2022 203 88
## 4541 132804.83 16355.7691 168 93
## 4542 101553.86 10221.9676 304 137
## 4543 152852.10 16309.8054 359 183
## 4544 102201.30 9950.1189 254 199
## 4545 110485.76 12956.8540 323 173
## 4546 100662.32 11719.8894 385 123
## 4547 119823.04 12692.7181 278 98
## 4548 82134.41 10999.2614 389 205
## 4549 90289.01 10019.3267 279 120
## 4550 128236.50 15890.8685 408 191
## 4551 87732.71 7390.1908 313 121
## 4552 135216.96 10557.6449 250 72
## 4553 95514.10 15704.2798 293 134
## 4554 125610.60 16727.2136 233 138
## 4555 103376.51 10468.1372 245 145
## 4556 151163.96 19555.0548 324 163
## 4557 110919.66 9053.1536 185 59
## 4558 142243.94 13810.2902 242 196
## 4559 90086.66 11498.5405 328 148
## 4560 86885.51 13276.3356 209 116
## 4561 83874.79 12573.0070 273 168
## 4562 113165.49 12107.3190 244 122
## 4563 127476.96 14916.1013 327 174
## 4564 108420.25 12990.2083 213 152
## 4565 86916.79 8834.3343 341 184
## 4566 135507.56 12359.2461 194 152
## 4567 127683.91 15319.5732 356 200
## 4568 108566.60 9954.6700 276 139
## 4569 81610.53 11747.9708 238 145
## 4570 108945.06 10311.4764 261 159
## 4571 116028.73 11709.6496 177 108
## 4572 101203.99 14484.0092 195 114
## 4573 130027.90 13632.2712 224 93
## 4574 94838.65 13652.8312 272 120
## 4575 112422.90 8998.7996 293 131
## 4576 82864.53 11621.2172 371 156
## 4577 115230.65 10096.1902 420 162
## 4578 87496.69 10197.1556 313 125
## 4579 91197.32 7759.5009 260 116
## 4580 88517.41 12042.9791 294 171
## 4581 155943.04 19892.3006 350 188
## 4582 81433.51 9877.0335 223 109
## 4583 101773.63 14264.0724 286 172
## 4584 133628.95 14799.2063 338 174
## 4585 129152.40 13936.9756 221 130
## 4586 113862.72 13182.6118 148 71
## 4587 128783.53 13586.1012 336 174
## 4588 131835.47 11192.8179 292 118
## 4589 137324.01 20068.7076 316 139
## 4590 140647.05 15142.3165 236 117
## 4591 42073.79 3743.3283 331 167
## 4592 115592.21 10269.5716 212 108
## 4593 110336.26 14369.7445 237 148
## 4594 139177.61 17035.5510 197 111
## 4595 135719.95 15820.2617 384 179
## 4596 119800.76 13917.4573 291 157
## 4597 85791.15 7577.8543 217 141
## 4598 129161.56 17371.9176 381 195
## 4599 88922.97 14267.3871 366 182
## 4600 106182.79 10242.1551 366 174
## 4601 92520.57 14166.1305 292 113
## 4602 101739.70 8848.7613 227 129
## 4603 105203.77 10263.5061 152 53
## 4604 96082.91 11957.1757 159 139
## 4605 144029.75 17872.5285 159 109
## 4606 80525.54 9999.8266 295 164
## 4607 107057.03 15954.6676 313 157
## 4608 75252.53 12479.9386 379 176
## 4609 111640.38 15008.7538 346 195
## 4610 91345.88 12656.5749 363 177
## 4611 138412.62 15369.0024 328 173
## 4612 74726.34 6084.9966 338 153
## 4613 131750.12 12313.0603 297 192
## 4614 90730.11 10735.1978 258 151
## 4615 112695.06 12968.3602 228 130
## 4616 115201.21 10816.8462 243 70
## 4617 91370.19 10768.6168 192 131
## 4618 118526.08 15627.2617 426 189
## 4619 81583.66 6157.1826 194 106
## 4620 100760.32 10058.1264 336 194
## 4621 78051.55 10597.6443 250 130
## 4622 103365.00 11269.3218 170 127
## 4623 67476.38 10495.6990 213 104
## 4624 121540.35 11623.4193 326 160
## 4625 110369.15 9985.9701 280 140
## 4626 134396.94 16886.4885 283 153
## 4627 111883.38 10571.2651 365 192
## 4628 114729.10 12388.4654 343 163
## 4629 77931.96 10532.3521 267 132
## 4630 106579.59 13257.2767 237 129
## 4631 111541.37 12186.8119 336 144
## 4632 100458.35 11741.2054 407 206
## 4633 100017.36 13606.2954 400 146
## 4634 120580.97 15741.3566 314 151
## 4635 97202.46 11961.3327 248 100
## 4636 101548.44 12075.0581 311 172
## 4637 58351.93 7914.9709 203 119
## 4638 82748.97 9715.5164 294 128
## 4639 122935.62 14295.9322 351 202
## 4640 63733.90 7258.5583 248 117
## 4641 84379.86 8512.2211 291 142
## 4642 106254.98 12242.7469 261 140
## 4643 87505.55 9662.2597 368 195
## 4644 110050.27 15242.2189 340 195
## 4645 107223.11 14154.8397 338 162
## 4646 128518.68 15919.5094 314 173
## 4647 130640.23 12836.3721 340 186
## 4648 105712.31 14251.9771 377 163
## 4649 106218.26 11627.3683 202 117
## 4650 131849.71 11348.9481 267 151
## 4651 70682.74 10336.1853 241 156
## 4652 89037.70 7837.6600 87 57
## 4653 98135.50 10295.1716 237 157
## 4654 86976.58 13521.4431 238 138
## 4655 128120.13 12110.2273 179 109
## 4656 115259.17 14717.9491 375 165
## 4657 94823.23 7540.3385 336 161
## 4658 84273.06 6720.5526 366 154
## 4659 71436.08 4449.5736 172 56
## 4660 92332.53 12846.3055 420 227
## 4661 87685.35 10137.3720 117 94
## 4662 123663.62 13664.6123 303 150
## 4663 120474.10 15211.3601 231 133
## 4664 91175.35 10423.3012 297 119
## 4665 89654.84 8115.5288 282 127
## 4666 90673.57 10051.8463 214 80
## 4667 135633.35 19318.3987 244 103
## 4668 102475.11 9552.7189 186 98
## 4669 133505.81 13026.9598 332 198
## 4670 158527.26 17062.0968 240 126
## 4671 109016.36 10393.6874 261 118
## 4672 106094.85 16658.0777 303 158
## 4673 146103.43 16431.6330 285 79
## 4674 132179.60 11879.3188 156 84
## 4675 57518.66 7811.7395 306 138
## 4676 129738.26 13035.1708 339 172
## 4677 80188.22 6079.4224 380 193
## 4678 123043.52 15678.6223 237 96
## 4679 79843.83 9873.0357 323 154
## 4680 93537.98 9728.9113 348 169
## 4681 92720.30 14966.2088 382 204
## 4682 109601.39 11895.9341 333 182
## 4683 89381.97 8647.8394 388 192
## 4684 140915.07 15197.6525 334 148
## 4685 110737.94 10094.9753 383 208
## 4686 90584.34 11860.3734 163 62
## 4687 79578.29 10507.2607 83 12
## 4688 90057.91 9365.0364 295 180
## 4689 108509.59 7503.0677 440 243
## 4690 92934.34 10550.8361 313 131
## 4691 126177.37 12678.2791 223 148
## 4692 59598.27 4462.7148 217 131
## 4693 154786.94 15817.2174 404 184
## 4694 120511.40 16678.0522 255 176
## 4695 130320.89 16646.7531 184 88
## 4696 129946.62 9954.5796 270 145
## 4697 105281.81 12635.9559 377 192
## 4698 98925.66 8400.2527 301 138
## 4699 106110.17 11070.3521 440 212
## 4700 135139.59 14126.4755 192 118
## 4701 114331.50 10613.1170 296 121
## 4702 109217.62 14812.6173 340 182
## 4703 96490.03 12527.0778 271 128
## 4704 103010.89 12042.4566 247 121
## 4705 112391.75 9726.6187 304 187
## 4706 74150.73 10833.9767 224 158
## 4707 111004.34 11361.2465 214 116
## 4708 99726.18 15863.9316 118 44
## 4709 120754.70 14017.0613 136 76
## 4710 131027.48 13853.5282 380 203
## 4711 86080.01 13188.9340 297 155
## 4712 122833.03 14998.0298 187 162
## 4713 133207.48 15688.7376 296 175
## 4714 115914.77 14692.0328 431 201
## 4715 91173.29 11155.4219 283 167
## 4716 119625.86 13740.3596 279 146
## 4717 112612.89 14519.6295 388 200
## 4718 100247.92 12306.4836 271 139
## 4719 129689.46 15535.3266 279 174
## 4720 122889.40 11140.1632 333 138
## 4721 99853.76 10617.9014 194 78
## 4722 102852.83 7064.9200 231 147
## 4723 130207.89 11781.5631 282 132
## 4724 114677.17 13650.5869 204 122
## 4725 131797.68 15179.7470 270 165
## 4726 95762.26 12797.4112 395 213
## 4727 100644.88 13129.8728 311 140
## 4728 86989.14 11529.8242 143 109
## 4729 105064.02 11437.9960 313 176
## 4730 107641.78 12996.6542 331 136
## 4731 109423.38 13455.3932 192 115
## 4732 99626.69 12041.4319 224 104
## 4733 123122.31 14570.7048 206 86
## 4734 71541.83 6729.4642 314 144
## 4735 121954.91 16152.0230 212 116
## 4736 81323.03 7154.2863 369 182
## 4737 110449.52 16129.6087 227 96
## 4738 91434.83 8790.1256 299 92
## 4739 96316.83 15033.9468 274 135
## 4740 110470.33 11972.6373 331 98
## 4741 127940.86 12365.3453 269 148
## 4742 88353.96 12296.4681 341 175
## 4743 109318.30 9676.6892 280 150
## 4744 99501.02 9747.3624 304 200
## 4745 147032.14 18570.6476 408 177
## 4746 107870.82 12225.6652 391 203
## 4747 93275.11 12504.6105 215 91
## 4748 122158.63 14865.9100 154 83
## 4749 87392.67 10096.9381 241 117
## 4750 79759.94 10380.8457 206 109
## 4751 91883.08 9645.5124 381 178
## 4752 66867.39 8943.6792 196 125
## 4753 94497.99 13631.2134 315 212
## 4754 124341.58 12793.4666 231 167
## 4755 112615.13 17043.5558 210 109
## 4756 149599.11 18599.5896 238 103
## 4757 107287.34 14144.8675 362 195
## 4758 116310.73 11562.4200 226 143
## 4759 100189.13 12635.8107 269 134
## 4760 102752.06 12718.8899 356 128
## 4761 100348.32 9606.7783 238 140
## credit_card_age num_acc_30d_past_due_12_months
## 1 264 0
## 2 371 0
## 3 288 0
## 4 343 0
## 5 278 0
## 6 255 1
## 7 251 0
## 8 269 0
## 9 269 0
## 10 328 0
## 11 210 0
## 12 306 0
## 13 358 0
## 14 342 0
## 15 333 0
## 16 208 0
## 17 277 0
## 18 300 0
## 19 134 1
## 20 374 0
## 21 323 0
## 22 265 0
## 23 335 0
## 24 244 0
## 25 410 0
## 26 273 0
## 27 325 0
## 28 184 0
## 29 287 0
## 30 243 0
## 31 251 0
## 32 242 0
## 33 290 0
## 34 251 1
## 35 280 0
## 36 279 0
## 37 229 0
## 38 262 0
## 39 365 1
## 40 155 0
## 41 227 0
## 42 260 0
## 43 246 0
## 44 224 0
## 45 304 0
## 46 288 0
## 47 271 1
## 48 327 0
## 49 282 0
## 50 315 0
## 51 461 0
## 52 249 0
## 53 285 1
## 54 245 0
## 55 351 0
## 56 338 0
## 57 269 0
## 58 248 0
## 59 240 0
## 60 200 0
## 61 288 2
## 62 365 0
## 63 356 0
## 64 224 0
## 65 288 0
## 66 324 0
## 67 247 0
## 68 292 0
## 69 310 0
## 70 296 0
## 71 212 0
## 72 298 0
## 73 159 0
## 74 184 0
## 75 199 0
## 76 266 0
## 77 371 0
## 78 258 0
## 79 235 0
## 80 245 0
## 81 270 0
## 82 216 0
## 83 242 0
## 84 348 0
## 85 279 0
## 86 336 0
## 87 284 0
## 88 298 0
## 89 268 0
## 90 362 0
## 91 264 0
## 92 274 0
## 93 145 0
## 94 179 2
## 95 245 0
## 96 180 0
## 97 358 0
## 98 291 0
## 99 191 0
## 100 391 0
## 101 335 0
## 102 157 1
## 103 282 0
## 104 286 0
## 105 209 0
## 106 381 0
## 107 296 0
## 108 344 0
## 109 284 0
## 110 351 0
## 111 378 1
## 112 254 0
## 113 444 0
## 114 309 0
## 115 333 2
## 116 187 1
## 117 382 0
## 118 262 0
## 119 222 0
## 120 211 0
## 121 209 0
## 122 363 0
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## 124 342 1
## 125 242 0
## 126 251 0
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## 128 204 0
## 129 186 0
## 130 256 0
## 131 246 0
## 132 319 1
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## 134 213 0
## 135 305 0
## 136 248 0
## 137 310 0
## 138 182 1
## 139 238 0
## 140 327 0
## 141 285 5
## 142 318 0
## 143 261 0
## 144 361 0
## 145 243 0
## 146 205 0
## 147 206 1
## 148 331 0
## 149 267 0
## 150 241 1
## 151 184 0
## 152 259 0
## 153 265 0
## 154 0 0
## 155 342 0
## 156 332 2
## 157 242 0
## 158 364 0
## 159 278 0
## 160 259 0
## 161 368 0
## 162 195 0
## 163 284 0
## 164 362 0
## 165 108 0
## 166 365 0
## 167 208 1
## 168 278 0
## 169 266 0
## 170 231 1
## 171 258 0
## 172 274 0
## 173 352 1
## 174 268 0
## 175 290 0
## 176 303 1
## 177 307 3
## 178 229 0
## 179 230 0
## 180 280 0
## 181 298 0
## 182 256 0
## 183 279 0
## 184 292 0
## 185 297 0
## 186 269 0
## 187 207 0
## 188 230 0
## 189 321 0
## 190 254 0
## 191 233 0
## 192 255 0
## 193 358 0
## 194 303 0
## 195 305 0
## 196 330 0
## 197 207 0
## 198 250 0
## 199 299 0
## 200 380 0
## 201 339 0
## 202 246 0
## 203 322 0
## 204 230 0
## 205 197 0
## 206 216 0
## 207 401 0
## 208 245 0
## 209 264 0
## 210 325 0
## 211 194 0
## 212 250 0
## 213 430 0
## 214 380 0
## 215 300 0
## 216 304 0
## 217 260 0
## 218 270 0
## 219 277 0
## 220 336 0
## 221 255 2
## 222 276 0
## 223 348 0
## 224 338 0
## 225 331 0
## 226 242 0
## 227 240 0
## 228 273 0
## 229 210 0
## 230 268 0
## 231 301 0
## 232 264 0
## 233 349 0
## 234 194 0
## 235 327 0
## 236 214 0
## 237 333 1
## 238 292 1
## 239 201 0
## 240 224 2
## 241 368 0
## 242 228 0
## 243 239 0
## 244 397 0
## 245 277 0
## 246 423 0
## 247 237 0
## 248 241 0
## 249 231 0
## 250 236 0
## 251 472 0
## 252 168 0
## 253 272 0
## 254 203 1
## 255 286 0
## 256 306 0
## 257 315 0
## 258 252 0
## 259 288 0
## 260 306 0
## 261 333 0
## 262 205 0
## 263 233 0
## 264 411 0
## 265 324 1
## 266 386 0
## 267 316 0
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## 272 277 0
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## 275 280 1
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## 279 419 0
## 280 138 1
## 281 270 0
## 282 357 0
## 283 195 0
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## 285 212 0
## 286 272 0
## 287 234 0
## 288 203 0
## 289 376 0
## 290 230 0
## 291 366 0
## 292 202 0
## 293 264 0
## 294 160 0
## 295 237 0
## 296 295 0
## 297 262 0
## 298 239 0
## 299 400 0
## 300 350 0
## 301 295 0
## 302 297 1
## 303 216 1
## 304 359 0
## 305 151 0
## 306 339 0
## 307 277 0
## 308 248 1
## 309 305 1
## 310 270 0
## 311 356 0
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## 313 136 0
## 314 219 1
## 315 269 0
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## 318 351 0
## 319 265 0
## 320 327 0
## 321 375 1
## 322 262 0
## 323 293 0
## 324 294 0
## 325 280 0
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## 327 297 0
## 328 218 0
## 329 382 0
## 330 261 0
## 331 310 0
## 332 419 0
## 333 386 0
## 334 362 0
## 335 342 1
## 336 354 0
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## 341 177 0
## 342 271 1
## 343 233 0
## 344 209 1
## 345 205 0
## 346 328 0
## 347 271 1
## 348 246 0
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## 350 335 0
## 351 271 0
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## 353 328 0
## 354 125 0
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## 409 454 0
## 410 329 0
## 411 309 0
## 412 265 0
## 413 322 0
## 414 232 0
## 415 421 0
## 416 188 0
## 417 316 1
## 418 268 0
## 419 229 0
## 420 268 0
## 421 319 0
## 422 334 0
## 423 321 0
## 424 303 0
## 425 330 2
## 426 407 0
## 427 317 0
## 428 203 1
## 429 349 0
## 430 262 1
## 431 284 0
## 432 120 0
## 433 258 0
## 434 272 0
## 435 415 0
## 436 228 0
## 437 328 0
## 438 186 0
## 439 222 0
## 440 214 0
## 441 251 0
## 442 266 0
## 443 181 0
## 444 250 0
## 445 359 0
## 446 195 0
## 447 219 1
## 448 152 0
## 449 349 2
## 450 442 0
## 451 254 0
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## 454 358 0
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## 457 426 0
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## 460 193 0
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## 462 209 0
## 463 196 0
## 464 344 0
## 465 280 0
## 466 357 0
## 467 204 2
## 468 400 0
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## 471 395 0
## 472 254 0
## 473 200 0
## 474 317 0
## 475 204 0
## 476 374 0
## 477 381 0
## 478 329 0
## 479 308 0
## 480 230 0
## 481 337 0
## 482 293 0
## 483 254 0
## 484 275 0
## 485 394 0
## 486 332 0
## 487 298 0
## 488 178 0
## 489 139 0
## 490 256 1
## 491 253 0
## 492 201 0
## 493 354 0
## 494 321 0
## 495 176 0
## 496 312 0
## 497 193 0
## 498 365 0
## 499 285 0
## 500 232 0
## 501 319 0
## 502 292 0
## 503 299 0
## 504 351 0
## 505 253 0
## 506 227 0
## 507 132 0
## 508 228 0
## 509 266 0
## 510 400 0
## 511 250 1
## 512 422 0
## 513 319 0
## 514 281 0
## 515 267 0
## 516 323 0
## 517 348 0
## 518 289 0
## 519 360 0
## 520 269 2
## 521 342 0
## 522 359 0
## 523 231 0
## 524 260 0
## 525 406 0
## 526 305 0
## 527 244 0
## 528 342 0
## 529 263 1
## 530 275 0
## 531 315 0
## 532 233 0
## 533 187 0
## 534 322 0
## 535 356 0
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## 547 200 2
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## 550 178 1
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## 552 239 0
## 553 355 0
## 554 195 2
## 555 248 0
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## 558 320 0
## 559 332 1
## 560 233 0
## 561 165 0
## 562 307 0
## 563 353 0
## 564 354 1
## 565 270 0
## 566 305 0
## 567 269 1
## 568 228 0
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## 570 179 0
## 571 300 0
## 572 232 0
## 573 276 1
## 574 276 0
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## 578 173 0
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## 580 290 0
## 581 217 0
## 582 166 0
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## 584 307 0
## 585 334 0
## 586 146 2
## 587 298 0
## 588 320 1
## 589 270 0
## 590 326 0
## 591 281 0
## 592 324 0
## 593 321 0
## 594 344 0
## 595 209 2
## 596 294 0
## 597 306 0
## 598 347 0
## 599 307 0
## 600 319 0
## 601 216 1
## 602 309 0
## 603 380 0
## 604 278 1
## 605 421 0
## 606 274 0
## 607 274 0
## 608 338 0
## 609 238 0
## 610 193 0
## 611 262 0
## 612 296 1
## 613 383 0
## 614 263 0
## 615 216 0
## 616 288 0
## 617 237 0
## 618 336 0
## 619 328 0
## 620 221 0
## 621 309 3
## 622 371 0
## 623 316 0
## 624 269 0
## 625 335 0
## 626 342 0
## 627 271 1
## 628 411 0
## 629 273 1
## 630 336 0
## 631 236 0
## 632 234 0
## 633 236 0
## 634 306 0
## 635 228 2
## 636 222 0
## 637 326 0
## 638 174 2
## 639 198 2
## 640 249 0
## 641 238 0
## 642 286 0
## 643 231 0
## 644 280 0
## 645 337 0
## 646 252 0
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## 4498 0 0
## 4499 1 0
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## 4571 0 0
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## 4639 0 0
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## 4643 0 0
## 4644 0 0
## 4645 1 1
## 4646 0 0
## 4647 1 0
## 4648 0 0
## 4649 0 0
## 4650 0 0
## 4651 0 0
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## 4653 0 0
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## 4655 0 0
## 4656 0 0
## 4657 0 0
## 4658 0 0
## 4659 0 0
## 4660 0 0
## 4661 0 0
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## 4663 0 0
## 4664 0 0
## 4665 0 0
## 4666 0 0
## 4667 0 0
## 4668 0 0
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## 4670 0 0
## 4671 0 0
## 4672 0 0
## 4673 0 0
## 4674 0 0
## 4675 0 0
## 4676 0 0
## 4677 1 1
## 4678 0 0
## 4679 0 0
## 4680 0 0
## 4681 0 0
## 4682 0 0
## 4683 0 0
## 4684 0 0
## 4685 0 0
## 4686 0 0
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## 4689 0 0
## 4690 0 0
## 4691 0 0
## 4692 0 0
## 4693 0 0
## 4694 1 0
## 4695 0 0
## 4696 0 0
## 4697 0 0
## 4698 0 0
## 4699 0 0
## 4700 0 0
## 4701 0 0
## 4702 0 0
## 4703 0 0
## 4704 0 0
## 4705 0 0
## 4706 0 0
## 4707 0 0
## 4708 1 1
## 4709 0 0
## 4710 0 0
## 4711 0 0
## 4712 0 0
## 4713 0 0
## 4714 0 0
## 4715 0 0
## 4716 0 0
## 4717 0 0
## 4718 0 0
## 4719 0 0
## 4720 0 0
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## 4723 0 0
## 4724 0 0
## 4725 0 0
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## 4727 0 0
## 4728 0 0
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## 4730 0 0
## 4731 0 0
## 4732 0 0
## 4733 0 0
## 4734 0 0
## 4735 0 0
## 4736 0 0
## 4737 0 0
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## 4742 0 0
## 4743 0 0
## 4744 0 0
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## 4748 0 0
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## 4750 0 0
## 4751 0 0
## 4752 0 0
## 4753 0 0
## 4754 0 0
## 4755 0 0
## 4756 0 0
## 4757 0 0
## 4758 0 0
## 4759 0 0
## 4760 0 0
## 4761 0 0
## tot_amount_currently_past_due num_inq_12_month num_card_inq_24_month
## 1 0.000000e+00 0 0
## 2 0.000000e+00 0 0
## 3 0.000000e+00 0 0
## 4 0.000000e+00 2 2
## 5 0.000000e+00 0 0
## 6 0.000000e+00 0 1
## 7 0.000000e+00 0 0
## 8 0.000000e+00 0 0
## 9 0.000000e+00 0 0
## 10 0.000000e+00 0 0
## 11 0.000000e+00 0 0
## 12 0.000000e+00 0 0
## 13 0.000000e+00 2 4
## 14 0.000000e+00 0 0
## 15 0.000000e+00 4 7
## 16 0.000000e+00 0 0
## 17 0.000000e+00 0 0
## 18 0.000000e+00 0 0
## 19 1.244586e+02 1 0
## 20 0.000000e+00 3 3
## 21 0.000000e+00 0 0
## 22 0.000000e+00 0 0
## 23 0.000000e+00 2 4
## 24 0.000000e+00 0 0
## 25 0.000000e+00 0 0
## 26 0.000000e+00 4 7
## 27 0.000000e+00 0 0
## 28 0.000000e+00 1 3
## 29 0.000000e+00 0 0
## 30 0.000000e+00 2 3
## 31 0.000000e+00 2 1
## 32 0.000000e+00 0 0
## 33 0.000000e+00 0 0
## 34 3.772850e+03 0 0
## 35 0.000000e+00 0 0
## 36 0.000000e+00 0 0
## 37 0.000000e+00 3 3
## 38 0.000000e+00 0 0
## 39 0.000000e+00 2 2
## 40 0.000000e+00 0 0
## 41 0.000000e+00 0 0
## 42 0.000000e+00 0 0
## 43 0.000000e+00 0 0
## 44 0.000000e+00 2 6
## 45 0.000000e+00 4 7
## 46 0.000000e+00 4 10
## 47 8.479102e+02 0 0
## 48 0.000000e+00 3 3
## 49 0.000000e+00 2 1
## 50 0.000000e+00 0 0
## 51 0.000000e+00 0 0
## 52 0.000000e+00 0 0
## 53 2.013187e+03 0 0
## 54 0.000000e+00 0 0
## 55 0.000000e+00 2 1
## 56 0.000000e+00 0 0
## 57 0.000000e+00 0 0
## 58 0.000000e+00 1 1
## 59 0.000000e+00 0 0
## 60 0.000000e+00 1 2
## 61 2.913792e+03 0 0
## 62 0.000000e+00 1 1
## 63 0.000000e+00 0 0
## 64 0.000000e+00 0 1
## 65 0.000000e+00 0 0
## 66 0.000000e+00 0 0
## 67 0.000000e+00 0 0
## 68 0.000000e+00 0 0
## 69 0.000000e+00 5 9
## 70 0.000000e+00 0 0
## 71 0.000000e+00 0 1
## 72 0.000000e+00 0 0
## 73 0.000000e+00 0 0
## 74 0.000000e+00 0 0
## 75 0.000000e+00 0 0
## 76 0.000000e+00 0 0
## 77 0.000000e+00 0 0
## 78 0.000000e+00 0 0
## 79 0.000000e+00 0 0
## 80 0.000000e+00 0 1
## 81 0.000000e+00 0 0
## 82 0.000000e+00 0 0
## 83 0.000000e+00 0 0
## 84 0.000000e+00 0 0
## 85 0.000000e+00 3 6
## 86 0.000000e+00 0 2
## 87 0.000000e+00 0 1
## 88 0.000000e+00 0 0
## 89 0.000000e+00 0 0
## 90 0.000000e+00 0 0
## 91 0.000000e+00 0 0
## 92 0.000000e+00 0 0
## 93 0.000000e+00 1 0
## 94 7.300362e+03 2 4
## 95 0.000000e+00 0 0
## 96 0.000000e+00 0 0
## 97 0.000000e+00 1 1
## 98 0.000000e+00 0 0
## 99 0.000000e+00 2 6
## 100 0.000000e+00 1 2
## 101 0.000000e+00 0 0
## 102 0.000000e+00 0 0
## 103 0.000000e+00 0 0
## 104 0.000000e+00 0 0
## 105 0.000000e+00 0 0
## 106 0.000000e+00 2 3
## 107 0.000000e+00 4 5
## 108 0.000000e+00 0 0
## 109 0.000000e+00 0 0
## 110 0.000000e+00 0 0
## 111 5.964275e+03 0 2
## 112 0.000000e+00 0 0
## 113 0.000000e+00 0 1
## 114 0.000000e+00 0 0
## 115 6.549153e+03 0 0
## 116 0.000000e+00 0 2
## 117 0.000000e+00 0 0
## 118 0.000000e+00 0 0
## 119 0.000000e+00 0 0
## 120 0.000000e+00 0 0
## 121 0.000000e+00 2 6
## 122 0.000000e+00 4 8
## 123 0.000000e+00 3 4
## 124 5.891635e+03 1 0
## 125 0.000000e+00 0 1
## 126 0.000000e+00 0 0
## 127 0.000000e+00 0 0
## 128 0.000000e+00 0 0
## 129 0.000000e+00 0 0
## 130 0.000000e+00 0 0
## 131 0.000000e+00 0 0
## 132 1.619550e+03 0 0
## 133 0.000000e+00 0 0
## 134 0.000000e+00 0 0
## 135 0.000000e+00 0 0
## 136 0.000000e+00 0 0
## 137 0.000000e+00 0 0
## 138 5.019745e+03 1 3
## 139 0.000000e+00 0 0
## 140 0.000000e+00 0 0
## 141 3.500000e+04 0 0
## 142 0.000000e+00 2 3
## 143 0.000000e+00 0 0
## 144 0.000000e+00 0 0
## 145 0.000000e+00 0 0
## 146 0.000000e+00 1 0
## 147 6.482959e+02 1 0
## 148 0.000000e+00 3 3
## 149 0.000000e+00 1 2
## 150 1.441485e+03 2 2
## 151 0.000000e+00 0 0
## 152 0.000000e+00 0 0
## 153 0.000000e+00 0 1
## 154 0.000000e+00 0 0
## 155 0.000000e+00 0 0
## 156 1.283937e+04 0 0
## 157 0.000000e+00 0 0
## 158 0.000000e+00 0 0
## 159 0.000000e+00 0 0
## 160 0.000000e+00 3 3
## 161 0.000000e+00 0 0
## 162 0.000000e+00 0 0
## 163 0.000000e+00 0 0
## 164 0.000000e+00 0 0
## 165 0.000000e+00 0 0
## 166 0.000000e+00 0 0
## 167 1.663360e+03 1 3
## 168 0.000000e+00 3 4
## 169 0.000000e+00 4 7
## 170 0.000000e+00 2 4
## 171 0.000000e+00 1 2
## 172 0.000000e+00 0 0
## 173 2.727052e+01 0 0
## 174 0.000000e+00 3 4
## 175 0.000000e+00 0 0
## 176 1.433558e+03 0 0
## 177 1.407577e+04 1 3
## 178 0.000000e+00 1 2
## 179 0.000000e+00 0 0
## 180 0.000000e+00 0 0
## 181 0.000000e+00 0 0
## 182 0.000000e+00 0 0
## 183 0.000000e+00 0 0
## 184 0.000000e+00 0 0
## 185 0.000000e+00 0 0
## 186 0.000000e+00 0 0
## 187 0.000000e+00 0 0
## 188 0.000000e+00 0 0
## 189 0.000000e+00 0 0
## 190 0.000000e+00 2 2
## 191 0.000000e+00 0 1
## 192 0.000000e+00 2 4
## 193 0.000000e+00 1 1
## 194 0.000000e+00 2 4
## 195 0.000000e+00 0 0
## 196 0.000000e+00 0 0
## 197 0.000000e+00 0 0
## 198 0.000000e+00 0 0
## 199 0.000000e+00 1 4
## 200 0.000000e+00 0 0
## 201 0.000000e+00 1 2
## 202 0.000000e+00 0 1
## 203 0.000000e+00 0 0
## 204 0.000000e+00 0 0
## 205 0.000000e+00 1 1
## 206 0.000000e+00 2 1
## 207 0.000000e+00 0 0
## 208 0.000000e+00 0 0
## 209 0.000000e+00 0 0
## 210 0.000000e+00 0 0
## 211 0.000000e+00 1 2
## 212 0.000000e+00 0 0
## 213 0.000000e+00 0 0
## 214 0.000000e+00 3 4
## 215 0.000000e+00 1 3
## 216 0.000000e+00 0 0
## 217 0.000000e+00 0 0
## 218 0.000000e+00 0 0
## 219 0.000000e+00 3 6
## 220 0.000000e+00 0 0
## 221 5.754991e+03 0 2
## 222 0.000000e+00 0 1
## 223 0.000000e+00 0 0
## 224 0.000000e+00 0 0
## 225 0.000000e+00 0 0
## 226 0.000000e+00 2 4
## 227 0.000000e+00 3 4
## 228 0.000000e+00 6 9
## 229 0.000000e+00 3 6
## 230 0.000000e+00 0 0
## 231 0.000000e+00 1 0
## 232 0.000000e+00 0 0
## 233 0.000000e+00 2 3
## 234 0.000000e+00 0 0
## 235 0.000000e+00 0 0
## 236 0.000000e+00 0 0
## 237 0.000000e+00 0 0
## 238 0.000000e+00 0 0
## 239 0.000000e+00 0 0
## 240 9.685944e+03 5 9
## 241 0.000000e+00 1 1
## 242 0.000000e+00 0 0
## 243 0.000000e+00 0 0
## 244 0.000000e+00 0 0
## 245 0.000000e+00 2 3
## 246 0.000000e+00 5 12
## 247 0.000000e+00 0 0
## 248 0.000000e+00 0 0
## 249 0.000000e+00 0 0
## 250 0.000000e+00 2 2
## 251 0.000000e+00 0 0
## 252 0.000000e+00 5 10
## 253 0.000000e+00 0 0
## 254 0.000000e+00 2 0
## 255 0.000000e+00 0 0
## 256 0.000000e+00 0 1
## 257 0.000000e+00 0 0
## 258 0.000000e+00 0 0
## 259 0.000000e+00 3 5
## 260 0.000000e+00 0 0
## 261 0.000000e+00 1 3
## 262 0.000000e+00 2 1
## 263 0.000000e+00 1 2
## 264 0.000000e+00 0 0
## 265 2.398342e+03 0 0
## 266 0.000000e+00 0 0
## 267 0.000000e+00 1 0
## 268 0.000000e+00 0 0
## 269 0.000000e+00 2 3
## 270 0.000000e+00 0 0
## 271 0.000000e+00 0 0
## 272 0.000000e+00 2 2
## 273 0.000000e+00 0 0
## 274 0.000000e+00 0 0
## 275 0.000000e+00 0 0
## 276 0.000000e+00 1 0
## 277 0.000000e+00 0 0
## 278 0.000000e+00 0 0
## 279 0.000000e+00 0 0
## 280 0.000000e+00 5 8
## 281 0.000000e+00 4 12
## 282 0.000000e+00 2 5
## 283 0.000000e+00 0 0
## 284 0.000000e+00 0 0
## 285 0.000000e+00 2 6
## 286 0.000000e+00 0 0
## 287 0.000000e+00 0 0
## 288 0.000000e+00 2 2
## 289 0.000000e+00 2 3
## 290 0.000000e+00 2 3
## 291 0.000000e+00 0 0
## 292 0.000000e+00 1 1
## 293 0.000000e+00 0 0
## 294 0.000000e+00 0 0
## 295 0.000000e+00 2 5
## 296 0.000000e+00 0 0
## 297 0.000000e+00 0 0
## 298 0.000000e+00 0 0
## 299 0.000000e+00 0 0
## 300 0.000000e+00 0 0
## 301 0.000000e+00 0 0
## 302 1.007563e+03 0 2
## 303 5.262080e+03 0 0
## 304 0.000000e+00 0 0
## 305 0.000000e+00 0 0
## 306 0.000000e+00 0 0
## 307 0.000000e+00 0 2
## 308 3.180941e+03 0 0
## 309 0.000000e+00 0 0
## 310 0.000000e+00 0 0
## 311 0.000000e+00 0 0
## 312 0.000000e+00 0 0
## 313 0.000000e+00 0 0
## 314 0.000000e+00 0 0
## 315 0.000000e+00 0 0
## 316 0.000000e+00 2 5
## 317 0.000000e+00 0 0
## 318 0.000000e+00 0 0
## 319 0.000000e+00 1 1
## 320 0.000000e+00 0 0
## 321 0.000000e+00 1 2
## 322 0.000000e+00 0 0
## 323 0.000000e+00 0 0
## 324 0.000000e+00 0 0
## 325 0.000000e+00 0 0
## 326 0.000000e+00 0 0
## 327 0.000000e+00 0 0
## 328 0.000000e+00 1 1
## 329 0.000000e+00 0 0
## 330 0.000000e+00 0 0
## 331 0.000000e+00 0 0
## 332 0.000000e+00 0 0
## 333 0.000000e+00 0 0
## 334 0.000000e+00 0 1
## 335 1.752027e+03 0 0
## 336 0.000000e+00 0 0
## 337 0.000000e+00 0 0
## 338 0.000000e+00 0 0
## 339 0.000000e+00 5 8
## 340 0.000000e+00 5 10
## 341 0.000000e+00 0 0
## 342 0.000000e+00 4 4
## 343 0.000000e+00 1 0
## 344 7.909040e+02 0 0
## 345 0.000000e+00 1 0
## 346 0.000000e+00 0 0
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## 4740 9.335168e+01 1 0
## 4741 0.000000e+00 0 0
## 4742 0.000000e+00 3 7
## 4743 0.000000e+00 0 0
## 4744 0.000000e+00 0 0
## 4745 0.000000e+00 0 0
## 4746 0.000000e+00 0 1
## 4747 0.000000e+00 0 0
## 4748 4.031025e+03 0 0
## 4749 0.000000e+00 0 0
## 4750 0.000000e+00 0 0
## 4751 0.000000e+00 0 1
## 4752 0.000000e+00 0 0
## 4753 0.000000e+00 1 0
## 4754 0.000000e+00 2 4
## 4755 0.000000e+00 0 0
## 4756 0.000000e+00 2 4
## 4757 0.000000e+00 0 0
## 4758 0.000000e+00 0 0
## 4759 0.000000e+00 0 0
## 4760 0.000000e+00 0 0
## 4761 0.000000e+00 0 0
## num_card_12_month num_auto_.36_month uti_open_card pct_over_50_uti
## 1 1 0 0.36673698 0.34218340
## 2 0 0 0.49080880 0.54067131
## 3 0 0 0.35907415 0.33856012
## 4 1 0 0.70037881 0.68358875
## 5 0 0 0.64735096 0.51081203
## 6 0 0 0.60208268 0.49329826
## 7 0 0 0.36382705 0.51548768
## 8 0 0 0.60334801 0.68567791
## 9 0 1 0.48804927 0.39916221
## 10 0 0 0.51925941 0.40143420
## 11 0 0 0.26889919 0.23897256
## 12 0 0 0.34361988 0.35620336
## 13 0 1 0.42125590 0.41012596
## 14 0 0 0.72382772 0.61584649
## 15 1 0 0.55704179 0.57894499
## 16 0 0 0.43279776 0.49916144
## 17 0 0 0.21140446 0.34452096
## 18 0 0 0.37781495 0.44793653
## 19 1 0 0.51649015 0.44409753
## 20 1 1 0.40124230 0.43613037
## 21 0 0 0.52637509 0.35163359
## 22 0 0 0.62979634 0.61959787
## 23 0 0 0.49803445 0.49391341
## 24 0 0 0.54556233 0.59399819
## 25 1 1 0.68489733 0.70545458
## 26 0 0 0.49700251 0.30206389
## 27 0 0 0.62849939 0.66164509
## 28 1 0 0.61872818 0.64303945
## 29 0 0 0.51369904 0.49325513
## 30 0 0 0.47227396 0.54073110
## 31 0 0 0.53169754 0.48260952
## 32 0 0 0.28976997 0.45684759
## 33 0 0 0.48348038 0.52229294
## 34 0 1 0.44543012 0.51232019
## 35 0 0 0.34471961 0.36211358
## 36 1 0 0.30585763 0.44819980
## 37 1 0 0.48049440 0.35704250
## 38 0 0 0.52099651 0.40225077
## 39 1 0 0.26663788 0.30296092
## 40 0 0 0.53414799 0.53085111
## 41 0 0 0.54506313 0.59793237
## 42 1 0 0.41454452 0.34276994
## 43 0 0 0.37771032 0.34660381
## 44 0 0 0.66569123 0.65219285
## 45 0 0 0.34346071 0.48876791
## 46 0 0 0.58095268 0.38602307
## 47 1 0 0.55245407 0.36476391
## 48 1 0 0.58025465 0.56040820
## 49 1 1 0.33353230 0.43545817
## 50 0 0 0.44343403 0.44623063
## 51 0 0 0.00000000 0.07480558
## 52 0 1 0.63192200 0.54371959
## 53 0 0 0.28339310 0.24220413
## 54 1 0 0.31366761 0.37360001
## 55 1 0 0.38198999 0.43732943
## 56 1 0 0.42996135 0.49587776
## 57 0 1 0.41440270 0.31753899
## 58 0 0 0.21217652 0.36015906
## 59 0 0 0.36675107 0.37630917
## 60 0 0 0.67794863 0.67421999
## 61 0 0 0.54961591 0.47935766
## 62 0 0 0.37532224 0.54574275
## 63 0 1 0.54710253 0.34573223
## 64 1 1 0.38640185 0.34090612
## 65 0 0 0.40088800 0.50834976
## 66 0 0 0.60201521 0.73256118
## 67 1 0 0.47380306 0.48172275
## 68 0 0 0.29781830 0.29779640
## 69 0 0 0.42092776 0.48504816
## 70 1 0 0.52322762 0.37467456
## 71 1 0 0.60454846 0.52262359
## 72 0 0 0.23510874 0.30508613
## 73 0 0 0.57919959 0.62864982
## 74 0 0 0.50554431 0.55124128
## 75 0 0 0.36713214 0.42019465
## 76 0 0 0.46242335 0.50668587
## 77 0 0 0.64576680 0.69775192
## 78 0 0 0.42551869 0.37350316
## 79 1 1 0.37317585 0.36451004
## 80 0 1 0.39740507 0.35527623
## 81 1 0 0.60067510 0.55185029
## 82 1 0 0.62901799 0.50767096
## 83 0 0 0.67085843 0.69255878
## 84 2 0 0.48742132 0.36598849
## 85 0 0 0.40828901 0.42519235
## 86 1 0 0.49000034 0.48949493
## 87 1 0 0.45188569 0.39925902
## 88 0 1 0.49974115 0.52703192
## 89 1 1 0.49571580 0.51951261
## 90 0 0 0.58232935 0.47189752
## 91 2 0 0.35613878 0.43378164
## 92 0 0 0.44087758 0.64373581
## 93 1 0 0.57232418 0.55230792
## 94 1 1 0.60845163 0.74987132
## 95 0 0 0.32420691 0.45160844
## 96 0 0 0.59655831 0.66085179
## 97 1 1 0.57216763 0.56248705
## 98 1 0 0.50083065 0.49705055
## 99 0 0 0.63005487 0.49581745
## 100 1 0 0.57775855 0.57499544
## 101 2 0 0.40524043 0.46081797
## 102 1 0 0.54745188 0.65638369
## 103 1 1 0.65759986 0.47175234
## 104 0 0 0.42381060 0.53918451
## 105 0 0 0.60193294 0.83142719
## 106 0 0 0.34703360 0.48458559
## 107 1 0 0.57408259 0.53547918
## 108 0 1 0.48876761 0.53383178
## 109 0 0 0.47017549 0.51459993
## 110 0 0 0.48983301 0.56084367
## 111 0 0 0.70562035 0.55854613
## 112 1 0 0.49209336 0.58592281
## 113 0 0 0.48474349 0.41833409
## 114 0 0 0.48888681 0.58468340
## 115 0 0 0.43148325 0.66135658
## 116 0 0 0.41200479 0.45322374
## 117 1 0 0.37424265 0.50052308
## 118 1 0 0.47250916 0.42207862
## 119 1 0 0.48847582 0.45510719
## 120 0 1 0.53807845 0.51791946
## 121 0 0 0.45565303 0.50441744
## 122 0 1 0.45377183 0.45846659
## 123 0 0 0.64526406 0.61527677
## 124 0 0 0.46900760 0.49634732
## 125 0 0 0.39727398 0.44975109
## 126 0 0 0.43592134 0.55235654
## 127 0 0 0.45604609 0.57818766
## 128 0 0 0.56004020 0.58321863
## 129 1 0 0.41423610 0.34855436
## 130 0 0 0.42499556 0.41392827
## 131 0 0 0.55941197 0.48975313
## 132 0 0 0.47248358 0.44562409
## 133 0 0 0.62903013 0.55378881
## 134 0 0 0.58115158 0.53464852
## 135 0 0 0.51371071 0.60957645
## 136 0 0 0.48826437 0.52740701
## 137 0 0 0.58779875 0.50006182
## 138 0 0 0.51245913 0.51187464
## 139 0 0 0.40829167 0.41084272
## 140 1 0 0.23224508 0.28488518
## 141 1 0 0.46996434 0.53416680
## 142 0 0 0.64063061 0.67211595
## 143 0 0 0.38204450 0.37964193
## 144 0 0 0.48471642 0.38273297
## 145 1 0 0.55096789 0.56645541
## 146 0 0 0.54120174 0.44912575
## 147 0 0 0.47303527 0.42356888
## 148 0 0 0.52855188 0.55525738
## 149 0 0 0.42818335 0.44057239
## 150 1 1 0.44977027 0.42196984
## 151 0 0 0.40643082 0.33671994
## 152 0 0 0.60964037 0.63451644
## 153 0 0 0.40577005 0.39605566
## 154 0 1 0.44876739 0.43479501
## 155 0 0 0.29601571 0.22700345
## 156 0 0 0.45413426 0.45103129
## 157 0 0 0.35331690 0.34367757
## 158 1 0 0.45409638 0.55365330
## 159 0 0 0.38634754 0.45047104
## 160 1 0 0.46621597 0.55114438
## 161 0 0 0.35977857 0.22815333
## 162 0 0 0.35716696 0.46333813
## 163 0 0 0.63127959 0.57609742
## 164 0 0 0.43583122 0.47391938
## 165 0 0 0.49809139 0.40467037
## 166 1 0 0.37388182 0.36283990
## 167 0 0 0.59108636 0.58957061
## 168 1 1 0.54212546 0.59245571
## 169 0 0 0.56859969 0.45484720
## 170 0 0 0.56666277 0.67352396
## 171 0 0 0.52979323 0.42565936
## 172 1 0 0.54559358 0.60369721
## 173 1 0 0.49768841 0.48661742
## 174 0 0 0.35931300 0.39998398
## 175 0 1 0.44023052 0.36857987
## 176 1 0 0.73647129 0.66981062
## 177 0 0 0.50261355 0.65334799
## 178 0 1 0.77621965 0.73283968
## 179 0 0 0.71825579 0.69595150
## 180 0 1 0.49822324 0.58473156
## 181 0 0 0.52868669 0.40380139
## 182 1 0 0.57174935 0.49070020
## 183 0 0 0.35262375 0.31813836
## 184 0 0 0.28475618 0.27359527
## 185 0 0 0.28881967 0.41404715
## 186 1 0 0.43843001 0.38129870
## 187 0 0 0.37298303 0.45912697
## 188 1 0 0.62772967 0.55782977
## 189 0 0 0.34784090 0.39761638
## 190 1 0 0.22961535 0.33066069
## 191 1 1 0.63268124 0.60810014
## 192 0 0 0.52464753 0.47479891
## 193 0 0 0.45490458 0.54847856
## 194 0 0 0.38041615 0.33946663
## 195 0 1 0.56871364 0.53595969
## 196 1 0 0.52995391 0.54003811
## 197 0 0 0.48495942 0.48835342
## 198 0 0 0.32426900 0.35977363
## 199 0 1 0.46868439 0.53805746
## 200 0 0 0.70533605 0.57951934
## 201 1 0 0.58085866 0.62921018
## 202 1 1 0.38932585 0.45239048
## 203 0 0 0.53080888 0.49066020
## 204 2 0 0.36823664 0.41201413
## 205 0 0 0.29517682 0.34594706
## 206 0 0 0.53188584 0.58240116
## 207 0 0 0.60617518 0.67450998
## 208 0 0 0.28061048 0.30365075
## 209 1 0 0.22041214 0.35347902
## 210 0 0 0.38691688 0.42389817
## 211 0 1 0.47776788 0.35106596
## 212 1 1 0.52528584 0.50608308
## 213 1 0 0.69376146 0.52446458
## 214 0 0 0.39417273 0.46569034
## 215 0 0 0.58405181 0.53893621
## 216 0 0 0.51768623 0.45702536
## 217 0 0 0.61505912 0.63382309
## 218 1 0 0.39699127 0.41201293
## 219 0 0 0.56882563 0.50133071
## 220 0 0 0.45994531 0.31122048
## 221 1 0 0.45084569 0.32483114
## 222 0 1 0.45575699 0.37926405
## 223 0 0 0.45927665 0.48151976
## 224 1 0 0.66613650 0.54030550
## 225 0 0 0.29527893 0.24741166
## 226 0 0 0.43733717 0.50181718
## 227 0 0 0.38820481 0.40201401
## 228 0 0 0.41352416 0.33035418
## 229 0 0 0.76996712 0.67110653
## 230 0 0 0.35793391 0.45259019
## 231 0 0 0.65971863 0.54134120
## 232 1 0 0.59156272 0.62694418
## 233 1 0 0.49675930 0.40060411
## 234 0 0 0.57680160 0.64669041
## 235 0 0 0.43849403 0.51893863
## 236 0 0 0.45007090 0.61130469
## 237 0 0 0.52076031 0.50939864
## 238 1 0 0.47154808 0.54721431
## 239 0 0 0.46470932 0.57857857
## 240 0 0 0.57016221 0.48851911
## 241 0 0 0.53827950 0.75585124
## 242 0 1 0.36985371 0.54101762
## 243 1 0 0.75449979 0.64097676
## 244 0 0 0.59417082 0.61954112
## 245 0 0 0.21546879 0.35183737
## 246 0 0 0.40854235 0.33123174
## 247 0 0 0.31433295 0.16797123
## 248 0 0 0.55433750 0.50157019
## 249 1 0 0.67854989 0.48223326
## 250 0 0 0.38962425 0.52306426
## 251 1 0 0.53753248 0.38957577
## 252 1 0 0.40974695 0.31267192
## 253 1 0 0.27534957 0.22933889
## 254 1 0 0.37424582 0.29250730
## 255 0 0 0.44357269 0.40889996
## 256 0 0 0.45256357 0.43350779
## 257 0 0 0.34713944 0.32711412
## 258 0 0 0.17248743 0.08359242
## 259 1 0 0.68964457 0.68420235
## 260 0 0 0.57783590 0.55311279
## 261 1 0 0.62829381 0.52733607
## 262 0 0 0.53348533 0.55904851
## 263 0 0 0.28479727 0.38208186
## 264 0 0 0.27382120 0.26876773
## 265 0 0 0.63114366 0.58259733
## 266 0 1 0.51070122 0.53721337
## 267 0 0 0.70680399 0.65736688
## 268 0 0 0.58373295 0.54027330
## 269 1 0 0.56895359 0.60348304
## 270 1 0 0.29934862 0.33339084
## 271 1 0 0.42483663 0.39007155
## 272 0 0 0.54390892 0.68131837
## 273 0 0 0.38565948 0.52798965
## 274 0 0 0.66059804 0.74993011
## 275 2 1 0.46423512 0.66503776
## 276 1 0 0.53447798 0.64923655
## 277 0 0 0.32056620 0.51963043
## 278 0 0 0.47580610 0.42343154
## 279 0 0 0.56281165 0.59017591
## 280 1 0 0.44870213 0.61775874
## 281 0 0 0.31145491 0.33419235
## 282 0 0 0.79689604 0.71240799
## 283 1 0 0.53088412 0.63562110
## 284 0 0 0.50081254 0.41970821
## 285 0 0 0.43204389 0.48817214
## 286 0 0 0.17379021 0.31239367
## 287 0 0 0.36842469 0.40572484
## 288 1 0 0.52640406 0.42756797
## 289 0 0 0.33803834 0.31527669
## 290 0 0 0.50365893 0.36583197
## 291 0 0 0.50160752 0.53015203
## 292 0 1 0.67337503 0.58633644
## 293 0 1 0.36125148 0.56176572
## 294 0 1 0.47272042 0.54591875
## 295 0 0 0.45920858 0.57456739
## 296 0 0 0.40169968 0.48667648
## 297 0 0 0.27439311 0.53344045
## 298 0 0 0.49125694 0.52250341
## 299 0 0 0.15817075 0.22103482
## 300 0 0 0.34046890 0.40879629
## 301 0 0 0.35631839 0.35124425
## 302 1 1 0.41078762 0.48679051
## 303 0 0 0.62407161 0.47587724
## 304 0 0 0.44076211 0.38780245
## 305 1 0 0.58909443 0.38057527
## 306 1 0 0.62399798 0.60140838
## 307 0 0 0.39136757 0.38683502
## 308 0 1 0.66750910 0.67380636
## 309 0 0 0.55367398 0.54913533
## 310 1 0 0.48159636 0.50457040
## 311 1 0 0.34373758 0.35684335
## 312 0 0 0.23454586 0.28779121
## 313 0 0 0.43414884 0.51907783
## 314 2 0 0.54644563 0.69893711
## 315 1 0 0.41474110 0.40601063
## 316 0 0 0.66873998 0.54698050
## 317 0 0 0.56818964 0.48376709
## 318 0 0 0.37724421 0.37965519
## 319 0 0 0.63321260 0.52173226
## 320 0 1 0.59467056 0.62767549
## 321 1 0 0.65594206 0.71199495
## 322 1 0 0.49146537 0.54874265
## 323 1 1 0.26921477 0.20201976
## 324 0 0 0.28563580 0.26312728
## 325 0 0 0.39247303 0.47644919
## 326 0 0 0.40703850 0.39832560
## 327 0 1 0.49726822 0.62953532
## 328 1 0 0.52648492 0.57847643
## 329 0 0 0.19992463 0.22740176
## 330 0 0 0.69365788 0.59857638
## 331 0 0 0.54952013 0.55081178
## 332 0 0 0.41619174 0.29225460
## 333 0 0 0.45893988 0.45823800
## 334 0 0 0.62093554 0.55839218
## 335 0 0 0.35271039 0.34952975
## 336 0 0 0.32994875 0.46323616
## 337 0 1 0.63120254 0.50477726
## 338 0 0 0.41034438 0.43508001
## 339 0 0 0.59205877 0.44383132
## 340 0 0 0.58906291 0.57487178
## 341 0 0 0.48818877 0.45939358
## 342 1 0 0.60175760 0.51187335
## 343 0 0 0.25949034 0.39365465
## 344 0 0 0.57847953 0.62076998
## 345 0 0 0.44500284 0.27193195
## 346 0 0 0.48844674 0.53873549
## 347 0 0 0.51319032 0.39092638
## 348 0 0 0.38061076 0.41063362
## 349 1 0 0.40642107 0.51945625
## 350 1 0 0.67645800 0.62272229
## 351 0 0 0.36665989 0.54076352
## 352 1 0 0.59691633 0.57949268
## 353 1 0 0.57811065 0.34794476
## 354 1 0 0.56019067 0.43823124
## 355 0 0 0.58087599 0.64872426
## 356 0 0 0.60138220 0.59331340
## 357 0 0 0.58091292 0.60543623
## 358 1 1 0.62308302 0.55704989
## 359 0 0 0.62601299 0.59025081
## 360 1 0 0.34017929 0.33824543
## 361 0 0 0.56220273 0.74214118
## 362 1 0 0.54593324 0.55181570
## 363 0 0 0.53000154 0.58945098
## 364 0 0 0.44452248 0.30058925
## 365 0 1 0.52552693 0.47651157
## 366 0 0 0.37694834 0.45356998
## 367 0 0 0.73314128 0.58966675
## 368 0 0 0.38937407 0.25157107
## 369 0 0 0.73189354 0.58214840
## 370 0 0 0.49562062 0.47453076
## 371 0 0 0.32928548 0.51185533
## 372 0 0 0.37990699 0.26453274
## 373 0 0 0.45508458 0.62892142
## 374 1 0 0.52075934 0.51652683
## 375 0 0 0.51895689 0.40237154
## 376 0 0 0.66678629 0.74545962
## 377 0 0 0.27020719 0.36713866
## 378 1 0 0.33535722 0.50508400
## 379 0 0 0.53028740 0.37536617
## 380 0 0 0.61317550 0.53676192
## 381 1 0 0.55768349 0.51229470
## 382 0 1 0.47951847 0.41552480
## 383 0 0 0.51676300 0.59132560
## 384 1 0 0.68693417 0.66413074
## 385 0 1 0.72453404 0.46251126
## 386 0 0 0.44032744 0.57163710
## 387 1 0 0.42054466 0.49236586
## 388 0 1 0.80700193 0.68248159
## 389 2 0 0.47442406 0.57303898
## 390 1 1 0.31829138 0.35313520
## 391 0 0 0.46397842 0.59130454
## 392 0 1 0.39880636 0.47938408
## 393 0 0 0.63755555 0.62859593
## 394 0 0 0.65061080 0.67414328
## 395 0 0 0.47453504 0.61164596
## 396 0 0 0.43315804 0.27406641
## 397 0 0 0.52459785 0.44408387
## 398 0 0 0.40900802 0.52239763
## 399 1 0 0.39003343 0.38429369
## 400 0 0 0.29214230 0.39748986
## 401 0 0 0.43730764 0.44632806
## 402 1 0 0.50468993 0.50714562
## 403 0 0 0.50600811 0.37382183
## 404 0 0 0.38427403 0.37783640
## 405 0 0 0.35955863 0.50675485
## 406 0 1 0.50190436 0.41165829
## 407 1 1 0.41516238 0.43265176
## 408 0 0 0.46285264 0.52864872
## 409 0 0 0.52865682 0.48198977
## 410 0 1 0.35333383 0.34709404
## 411 0 0 0.19771251 0.16221968
## 412 0 0 0.52839535 0.43433937
## 413 1 0 0.67814519 0.49963735
## 414 0 0 0.66865474 0.73272972
## 415 0 0 0.33178155 0.28576674
## 416 0 0 0.60056236 0.65297266
## 417 0 0 0.55038133 0.49579140
## 418 0 0 0.59995428 0.56242307
## 419 0 0 0.67192259 0.63750344
## 420 0 0 0.67744500 0.60838179
## 421 1 1 0.51857189 0.39942158
## 422 0 0 0.38224986 0.36759958
## 423 0 1 0.66868122 0.63115412
## 424 0 0 0.36722930 0.27700831
## 425 0 0 0.56616101 0.54592573
## 426 2 0 0.30418943 0.40077765
## 427 1 0 0.36186994 0.31078097
## 428 0 0 0.68866649 0.60812089
## 429 0 1 0.33185292 0.33162927
## 430 1 0 0.57864091 0.52833215
## 431 0 1 0.44901921 0.59816154
## 432 0 0 0.49660383 0.49692406
## 433 0 0 0.46425896 0.43416776
## 434 0 0 0.59703591 0.59833908
## 435 0 0 0.40099759 0.40217169
## 436 0 0 0.71504699 0.59384249
## 437 0 0 0.46260940 0.35500689
## 438 0 0 0.29030021 0.44112387
## 439 0 0 0.73092342 0.62682945
## 440 0 0 0.36894026 0.44302921
## 441 1 0 0.53623417 0.60989730
## 442 0 0 0.71191674 0.56920379
## 443 1 0 0.35298285 0.28939652
## 444 0 1 0.50933842 0.52587631
## 445 1 0 0.62883477 0.51895517
## 446 1 0 0.44998018 0.39707394
## 447 0 0 0.40983153 0.24891423
## 448 1 0 0.83962456 0.59226167
## 449 0 0 0.47431242 0.40747049
## 450 0 0 0.58466665 0.64215575
## 451 0 0 0.63781655 0.59169955
## 452 2 1 0.48119602 0.37206273
## 453 1 0 0.67367001 0.59974160
## 454 0 0 0.50331470 0.43539900
## 455 0 0 0.31376233 0.46304706
## 456 0 0 0.50046845 0.51648323
## 457 0 0 0.34493280 0.47503346
## 458 1 0 0.49174061 0.35836165
## 459 0 0 0.29446438 0.21581429
## 460 0 1 0.55467294 0.68634824
## 461 0 1 0.51277722 0.43586698
## 462 0 0 0.49240949 0.61222133
## 463 0 0 0.60319938 0.57203899
## 464 1 1 0.56994419 0.59185747
## 465 0 0 0.59035656 0.68693032
## 466 0 0 0.65216257 0.54523021
## 467 0 0 0.31593889 0.39582234
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## 1847 0 0 0.45985509 0.42655823
## 1848 0 0 0.79339041 0.70777510
## 1849 0 0 0.39423027 0.30286984
## 1850 0 0 0.47089245 0.45582501
## 1851 1 0 0.48402158 0.48252295
## 1852 0 0 0.37726373 0.38300749
## 1853 0 0 0.40289452 0.32633282
## 1854 0 1 0.70285627 0.57331084
## 1855 0 0 0.38443989 0.40894012
## 1856 0 0 0.51408439 0.48810143
## 1857 1 0 0.56696809 0.44018534
## 1858 1 0 0.64723146 0.51396279
## 1859 0 0 0.52256415 0.47634675
## 1860 0 0 0.29867243 0.39904715
## 1861 0 0 0.44744653 0.33376570
## 1862 0 0 0.77497114 0.71017720
## 1863 0 0 0.77823711 0.83605480
## 1864 1 0 0.50730454 0.49036130
## 1865 0 0 0.42121352 0.42826126
## 1866 1 0 0.72409282 0.70368261
## 1867 0 0 0.55410687 0.58977276
## 1868 0 0 0.51913105 0.43372018
## 1869 0 0 0.34875944 0.42745164
## 1870 0 0 0.27236986 0.30724525
## 1871 0 0 0.41509567 0.33609517
## 1872 1 0 0.67291581 0.71845921
## 1873 0 0 0.49982163 0.60530621
## 1874 0 0 0.39694551 0.46133142
## 1875 0 1 0.53243242 0.50089744
## 1876 1 0 0.35195378 0.27038207
## 1877 0 0 0.42906908 0.61924182
## 1878 0 0 0.69191568 0.81181039
## 1879 0 0 0.46581635 0.57958019
## 1880 0 1 0.41335495 0.21168247
## 1881 0 0 0.61309058 0.54881273
## 1882 0 0 0.74952866 0.54147871
## 1883 1 0 0.33731315 0.34201900
## 1884 0 0 0.41894240 0.49732806
## 1885 0 0 0.46585484 0.33844034
## 1886 1 1 0.35100803 0.28959658
## 1887 1 0 0.38344280 0.42923923
## 1888 0 0 0.29183811 0.25834489
## 1889 1 0 0.53467525 0.48930890
## 1890 0 0 0.21257705 0.30723208
## 1891 0 0 0.51967662 0.54478811
## 1892 0 0 0.44372489 0.40594159
## 1893 1 0 0.73120781 0.53434755
## 1894 0 0 0.35633960 0.41978477
## 1895 0 0 0.38105759 0.39924822
## 1896 0 0 0.33832440 0.41465669
## 1897 0 0 0.41944878 0.40873084
## 1898 1 0 0.64006732 0.54016857
## 1899 0 0 0.68577360 0.65726547
## 1900 0 0 0.53459867 0.48399740
## 1901 0 0 0.44332926 0.25082141
## 1902 1 0 0.57342651 0.63326409
## 1903 0 0 0.36157247 0.44310243
## 1904 1 0 0.50437983 0.47079031
## 1905 0 1 0.76568083 0.78814809
## 1906 0 0 0.37261234 0.39770576
## 1907 0 1 0.59287134 0.53718014
## 1908 0 0 0.47199959 0.47086397
## 1909 0 0 0.41417153 0.55249168
## 1910 1 0 0.51108319 0.60385941
## 1911 1 0 0.41142303 0.37415806
## 1912 0 1 0.43779395 0.48585718
## 1913 1 0 0.45153455 0.48490061
## 1914 0 0 0.44315829 0.42413421
## 1915 2 0 0.25160722 0.18553918
## 1916 0 0 0.51881100 0.60085605
## 1917 0 0 0.42053818 0.33746633
## 1918 0 0 0.50380111 0.49812136
## 1919 0 0 0.55991155 0.64851647
## 1920 0 0 0.48212258 0.55379987
## 1921 0 0 0.25120928 0.41221394
## 1922 0 0 0.58071007 0.51667501
## 1923 0 0 0.64247927 0.57265139
## 1924 0 0 0.41499849 0.65975964
## 1925 0 0 0.72982570 0.68360417
## 1926 0 0 0.53180714 0.39360798
## 1927 0 0 0.42045746 0.56448388
## 1928 0 0 0.45569564 0.45842852
## 1929 0 1 0.70434060 0.66884113
## 1930 1 0 0.40135987 0.36344774
## 1931 0 1 0.60175216 0.51337325
## 1932 1 1 0.52945792 0.60791244
## 1933 0 1 0.61163567 0.49529174
## 1934 2 1 0.44730062 0.43865077
## 1935 0 0 0.52181596 0.48107994
## 1936 0 0 0.77946143 0.65828074
## 1937 0 1 0.42479891 0.48428421
## 1938 0 0 0.21498940 0.45505995
## 1939 1 0 0.62329329 0.51554373
## 1940 0 0 0.23452161 0.28841126
## 1941 0 0 0.38790610 0.39690842
## 1942 0 0 0.45134892 0.36207356
## 1943 0 1 0.62888626 0.42773221
## 1944 0 1 0.15831062 0.30503916
## 1945 0 0 0.58580422 0.36122312
## 1946 0 0 0.41414670 0.44979430
## 1947 0 0 0.38621187 0.30460447
## 1948 0 0 0.51659591 0.37526857
## 1949 0 0 0.44067011 0.52393717
## 1950 0 0 0.46067786 0.43092236
## 1951 0 0 0.45324875 0.51244110
## 1952 1 0 0.53056780 0.64738471
## 1953 0 0 0.72059954 0.54104158
## 1954 0 1 0.63599710 0.71566632
## 1955 1 0 0.29711629 0.40525267
## 1956 0 0 0.36218021 0.33075530
## 1957 0 1 0.45190879 0.49956222
## 1958 0 0 0.41905781 0.51514764
## 1959 0 0 0.49657004 0.45337690
## 1960 0 1 0.65342202 0.62366375
## 1961 1 0 0.50737175 0.60498184
## 1962 1 0 0.39632680 0.48591667
## 1963 1 0 0.53128305 0.44498832
## 1964 1 0 0.38153504 0.45052865
## 1965 0 0 0.36557758 0.47115190
## 1966 0 0 0.56521501 0.37974517
## 1967 0 0 0.61686458 0.46283685
## 1968 0 0 0.46367889 0.54729954
## 1969 0 0 0.56946855 0.59010197
## 1970 0 0 0.32795328 0.40369496
## 1971 0 0 0.57732080 0.49042785
## 1972 1 1 0.47658200 0.42649128
## 1973 0 0 0.49683757 0.39542455
## 1974 0 1 0.30316630 0.31727338
## 1975 0 0 0.33150695 0.25050906
## 1976 0 0 0.65738981 0.55987502
## 1977 0 0 0.52563834 0.50285449
## 1978 0 0 0.37114279 0.34780047
## 1979 0 0 0.50133799 0.64062120
## 1980 0 0 0.53848374 0.49272331
## 1981 0 0 0.63540191 0.46885238
## 1982 0 0 0.42990876 0.44277169
## 1983 0 0 0.34274792 0.31600458
## 1984 0 0 0.34259496 0.45750830
## 1985 1 1 0.65046678 0.68933559
## 1986 0 1 0.47449072 0.41900806
## 1987 0 0 0.50001943 0.54328866
## 1988 1 0 0.38839198 0.51943462
## 1989 0 0 0.60526711 0.40266590
## 1990 0 0 0.13364745 0.22313719
## 1991 0 0 0.44687828 0.48083472
## 1992 0 0 0.56627968 0.49954941
## 1993 1 0 0.70725790 0.60826613
## 1994 0 1 0.49323543 0.41239505
## 1995 0 0 0.53152295 0.43305531
## 1996 0 0 0.60174067 0.55684768
## 1997 0 0 0.47969581 0.32316539
## 1998 0 0 0.59891487 0.55183141
## 1999 1 0 0.53646191 0.50619074
## 2000 0 1 0.51229987 0.38643718
## 2001 0 0 0.39480979 0.34700184
## 2002 0 0 0.32651357 0.28993438
## 2003 1 1 0.52108436 0.36189114
## 2004 0 0 0.41653214 0.43306459
## 2005 2 0 0.54113164 0.48101543
## 2006 0 0 0.43244480 0.47499230
## 2007 1 0 0.22488900 0.21976999
## 2008 0 0 0.66578165 0.54154043
## 2009 0 0 0.09851732 0.23227418
## 2010 0 1 0.43631546 0.52903838
## 2011 0 0 0.46386669 0.40218790
## 2012 0 0 0.37157948 0.37041508
## 2013 0 0 0.53032979 0.56988260
## 2014 0 0 0.62294766 0.57263730
## 2015 0 0 0.53824356 0.44820586
## 2016 0 0 0.45847076 0.56965637
## 2017 0 0 0.63377815 0.58836836
## 2018 0 0 0.80795406 0.77453362
## 2019 0 0 0.30423190 0.25350415
## 2020 1 0 0.44705512 0.35370944
## 2021 1 0 0.59107083 0.50855466
## 2022 1 0 0.22016296 0.29910584
## 2023 0 0 0.58984370 0.53308236
## 2024 0 0 0.64734362 0.49062321
## 2025 0 0 0.40806617 0.45780771
## 2026 0 0 0.53761830 0.49984402
## 2027 1 0 0.47896626 0.45724994
## 2028 0 0 0.49006779 0.30983162
## 2029 1 0 0.54748688 0.59533599
## 2030 0 0 0.10209760 0.08512448
## 2031 0 0 0.82826160 0.85396261
## 2032 0 0 0.55017773 0.58914823
## 2033 0 0 0.32337519 0.43573357
## 2034 0 1 0.59872619 0.66318415
## 2035 0 0 0.40000567 0.28083234
## 2036 0 0 0.35172443 0.50169516
## 2037 1 0 0.48911825 0.56872442
## 2038 0 0 0.38749695 0.48863388
## 2039 0 0 0.35140120 0.49823468
## 2040 0 0 0.61876945 0.74277906
## 2041 1 0 0.16426860 0.25017447
## 2042 0 0 0.49591014 0.37253220
## 2043 0 0 0.44358123 0.28683933
## 2044 1 1 0.62443484 0.58002776
## 2045 0 0 0.73411671 0.59409503
## 2046 0 0 0.28900078 0.15257820
## 2047 0 1 0.54675402 0.55325710
## 2048 1 0 0.62437138 0.67727701
## 2049 0 0 0.60984953 0.73343184
## 2050 0 0 0.42672829 0.39950751
## 2051 0 0 0.64798506 0.57406660
## 2052 0 0 0.44389863 0.40287861
## 2053 0 0 0.31899090 0.32226214
## 2054 0 0 0.49588036 0.47990223
## 2055 0 0 0.55984577 0.59084202
## 2056 0 0 0.40245511 0.44983646
## 2057 0 0 0.34054421 0.33495075
## 2058 1 0 0.47047260 0.48259013
## 2059 0 0 0.53867786 0.40411089
## 2060 0 0 0.54814422 0.56094814
## 2061 0 0 0.27601587 0.31673256
## 2062 0 0 0.64843711 0.59223946
## 2063 0 0 0.47418594 0.44663972
## 2064 0 0 0.17166055 0.15838436
## 2065 0 0 0.44074327 0.31361980
## 2066 0 0 0.56549244 0.48224604
## 2067 0 0 0.55075365 0.61655056
## 2068 0 0 0.66882148 0.75309687
## 2069 0 0 0.67433342 0.70483937
## 2070 0 0 0.39564371 0.34526691
## 2071 0 0 0.60492092 0.51549888
## 2072 0 0 0.46537629 0.43597851
## 2073 0 1 0.58500235 0.75346943
## 2074 0 0 0.44820290 0.40127878
## 2075 1 0 0.52962823 0.47590540
## 2076 0 0 0.34142427 0.47352203
## 2077 0 0 0.67818963 0.57411003
## 2078 0 0 0.74341466 0.59006416
## 2079 0 0 0.56988665 0.52286698
## 2080 0 0 0.41817036 0.42035590
## 2081 0 0 0.64718596 0.55968010
## 2082 1 0 0.37074862 0.38598106
## 2083 0 0 0.55432183 0.64728330
## 2084 0 0 0.35350827 0.25399228
## 2085 1 0 0.37897900 0.64671374
## 2086 0 0 0.50218284 0.46056920
## 2087 1 0 0.46277683 0.52648547
## 2088 1 0 0.62533711 0.70748120
## 2089 0 0 0.47870161 0.44918100
## 2090 1 1 0.53204659 0.42994382
## 2091 0 1 0.58694858 0.44186914
## 2092 0 0 0.37645409 0.40288624
## 2093 0 0 0.62026868 0.51142386
## 2094 1 1 0.52064446 0.59931899
## 2095 0 0 0.66325221 0.63177087
## 2096 1 1 0.33092347 0.31561869
## 2097 0 0 0.45840141 0.56407095
## 2098 1 1 0.40214588 0.38169674
## 2099 0 0 0.54941641 0.46621476
## 2100 0 0 0.53618637 0.40057526
## 2101 0 0 0.34431207 0.37901102
## 2102 0 0 0.45959095 0.41412669
## 2103 0 0 0.29129673 0.43320893
## 2104 0 0 0.51346138 0.55650383
## 2105 0 0 0.51813837 0.49805561
## 2106 1 0 0.31403672 0.41513771
## 2107 0 0 0.53873574 0.48266414
## 2108 0 0 0.63907513 0.68886725
## 2109 0 0 0.52258725 0.64025092
## 2110 0 0 0.57100615 0.35946406
## 2111 0 0 0.44749301 0.34280626
## 2112 0 0 0.62283508 0.53803821
## 2113 0 0 0.55683489 0.63862098
## 2114 1 1 0.33888338 0.36759388
## 2115 0 0 0.68058004 0.69942996
## 2116 1 0 0.25155620 0.29335531
## 2117 0 0 0.54725744 0.61804714
## 2118 0 0 0.58967292 0.54940592
## 2119 0 0 0.57179006 0.56657531
## 2120 0 0 0.44797542 0.59488024
## 2121 0 1 0.52540652 0.41250777
## 2122 0 0 0.72743323 0.64190401
## 2123 0 0 0.26297458 0.31271900
## 2124 0 0 0.45588950 0.51934443
## 2125 0 0 0.22656223 0.21911955
## 2126 0 0 0.44256799 0.38881336
## 2127 0 1 0.46691664 0.30284932
## 2128 0 0 0.37205265 0.57685528
## 2129 1 0 0.30981846 0.38667624
## 2130 0 0 0.60209778 0.34532856
## 2131 0 0 0.55676052 0.53445359
## 2132 0 1 0.54620564 0.51386540
## 2133 0 0 0.36320537 0.40996194
## 2134 0 0 0.31948772 0.33081607
## 2135 1 0 0.49339833 0.60272528
## 2136 0 0 0.69326334 0.58247322
## 2137 0 0 0.44703455 0.46243580
## 2138 0 0 0.44132351 0.42078168
## 2139 0 0 0.57085941 0.55313433
## 2140 1 1 0.41454145 0.38658843
## 2141 1 0 0.46358824 0.29040704
## 2142 0 0 0.52835745 0.59282896
## 2143 0 1 0.52972545 0.52626068
## 2144 0 0 0.34399520 0.34358345
## 2145 0 0 0.31998884 0.40373463
## 2146 0 0 0.53299116 0.78927104
## 2147 0 1 0.44168209 0.49333603
## 2148 0 0 0.30547932 0.33676132
## 2149 0 0 0.50222950 0.41223337
## 2150 1 0 0.32196099 0.25589439
## 2151 1 0 0.65988464 0.49949508
## 2152 1 1 0.45896654 0.46156366
## 2153 0 0 0.43592944 0.33116539
## 2154 1 0 0.33574271 0.38543779
## 2155 0 1 0.51696539 0.38193670
## 2156 1 0 0.52551380 0.45088079
## 2157 0 0 0.23437554 0.40353371
## 2158 0 0 0.42013609 0.49057530
## 2159 0 0 0.45014902 0.43976939
## 2160 1 0 0.36833020 0.23480133
## 2161 1 1 0.48728398 0.39875141
## 2162 1 1 0.66972124 0.60589562
## 2163 1 0 0.26399969 0.43512527
## 2164 0 0 0.49381465 0.54530931
## 2165 1 0 0.56661683 0.53270429
## 2166 0 0 0.62693909 0.58748842
## 2167 0 0 0.65746775 0.61007177
## 2168 0 0 0.52895987 0.48246942
## 2169 1 0 0.57253963 0.50132807
## 2170 1 0 0.49859739 0.59211661
## 2171 0 0 0.52449939 0.53431767
## 2172 1 0 0.73037462 0.63411025
## 2173 1 1 0.33441039 0.36375421
## 2174 0 0 0.56191465 0.57968473
## 2175 1 0 0.59118031 0.27447116
## 2176 0 0 0.55917926 0.36720860
## 2177 0 0 0.61799531 0.60234820
## 2178 0 0 0.55757694 0.48529819
## 2179 0 0 0.43413094 0.38486171
## 2180 1 0 0.67538741 0.59398447
## 2181 0 0 0.36638825 0.45276315
## 2182 0 0 0.49060383 0.54463477
## 2183 0 0 0.58701733 0.67253446
## 2184 0 0 0.52826786 0.52909267
## 2185 0 0 0.29367491 0.21820858
## 2186 1 0 0.40624246 0.44161880
## 2187 0 0 0.57229553 0.54119196
## 2188 1 1 0.39562671 0.37167570
## 2189 1 0 0.51602649 0.43418311
## 2190 0 0 0.41343264 0.35594370
## 2191 1 0 0.41819456 0.46910977
## 2192 0 0 0.34068694 0.28706904
## 2193 0 0 0.85253268 0.75327723
## 2194 1 0 0.40317927 0.59868419
## 2195 0 0 0.53998430 0.68017913
## 2196 1 0 0.38579993 0.25602675
## 2197 1 0 0.83721535 0.74754789
## 2198 1 1 0.46723533 0.46712764
## 2199 2 1 0.30133465 0.38266853
## 2200 1 0 0.38833996 0.32707999
## 2201 0 0 0.66083526 0.59434688
## 2202 1 1 0.61375403 0.54266676
## 2203 0 0 0.40612747 0.45594755
## 2204 1 1 0.51686871 0.62606674
## 2205 0 1 0.53530350 0.43333572
## 2206 0 0 0.49127424 0.31977222
## 2207 0 1 0.36850970 0.25946633
## 2208 0 0 0.64579457 0.57960401
## 2209 0 0 0.43634239 0.56190380
## 2210 0 0 0.62155060 0.59714919
## 2211 0 0 0.44200627 0.43489957
## 2212 0 1 0.46042091 0.49341038
## 2213 0 0 0.42599712 0.54180144
## 2214 0 1 0.58719944 0.42027389
## 2215 0 0 0.59989865 0.47148284
## 2216 0 0 0.60489253 0.49009107
## 2217 0 1 0.36014675 0.57395784
## 2218 0 0 0.64890461 0.57520111
## 2219 0 1 0.45520430 0.42513588
## 2220 1 0 0.50451023 0.30292749
## 2221 1 1 0.33136918 0.33492643
## 2222 1 0 0.44600791 0.44531317
## 2223 0 0 0.60788256 0.53121628
## 2224 0 0 0.72668436 0.58859587
## 2225 0 0 0.48771726 0.50918359
## 2226 0 0 0.38375489 0.37161006
## 2227 0 0 0.46942852 0.34019737
## 2228 0 0 0.44876628 0.51756039
## 2229 0 0 0.34857341 0.41689377
## 2230 0 0 0.61823941 0.54388151
## 2231 0 0 0.45467767 0.34782686
## 2232 0 0 0.56072961 0.41311372
## 2233 1 0 0.33631663 0.37143365
## 2234 1 0 0.49754001 0.50082580
## 2235 0 0 0.29055756 0.37044425
## 2236 1 0 0.38805953 0.40410197
## 2237 0 0 0.43535607 0.18628734
## 2238 1 0 0.53198064 0.57258973
## 2239 0 0 0.30033509 0.24747185
## 2240 1 0 0.20721129 0.34578485
## 2241 0 0 0.21982888 0.34825514
## 2242 1 0 0.50349788 0.64605601
## 2243 0 1 0.37065170 0.25579722
## 2244 1 0 0.62721575 0.72463053
## 2245 0 0 0.44592364 0.37402022
## 2246 0 1 0.47929083 0.62629771
## 2247 0 0 0.59752927 0.42051646
## 2248 0 0 0.33922833 0.35241473
## 2249 0 0 0.71304002 0.61731372
## 2250 1 1 0.57665649 0.48875785
## 2251 0 0 0.57128316 0.53887990
## 2252 0 0 0.22958341 0.26920118
## 2253 0 0 0.42462506 0.49072034
## 2254 0 0 0.53689627 0.58014167
## 2255 0 0 0.49438404 0.46786524
## 2256 0 0 0.54841245 0.44034311
## 2257 0 0 0.52695885 0.55544136
## 2258 0 0 0.51814405 0.61670466
## 2259 1 0 0.31864790 0.36838141
## 2260 0 0 0.40514435 0.48907710
## 2261 1 0 0.52967975 0.59393040
## 2262 1 0 0.71519769 0.57416954
## 2263 0 0 0.34397934 0.49381952
## 2264 0 0 0.29604978 0.31237816
## 2265 0 0 0.46504560 0.53171160
## 2266 0 0 0.20276290 0.44346462
## 2267 0 1 0.37334937 0.37582701
## 2268 1 1 0.84593092 0.88334955
## 2269 0 0 0.38286930 0.38432545
## 2270 0 0 0.56624356 0.63464145
## 2271 0 0 0.45813947 0.45265238
## 2272 0 0 0.72681093 0.73422092
## 2273 0 0 0.54079676 0.57767016
## 2274 0 0 0.47523786 0.35763952
## 2275 0 1 0.57200984 0.56535275
## 2276 0 0 0.65444143 0.56161957
## 2277 0 0 0.64120269 0.65744107
## 2278 0 0 0.40460356 0.30511783
## 2279 0 0 0.56791615 0.46600396
## 2280 1 0 0.34471243 0.42802146
## 2281 1 0 0.58468230 0.53328472
## 2282 0 0 0.80968112 0.79867503
## 2283 0 0 0.45270766 0.39184616
## 2284 0 0 0.63574013 0.40599787
## 2285 0 0 0.35664197 0.42225535
## 2286 1 0 0.36794636 0.32130660
## 2287 1 1 0.30451363 0.51802031
## 2288 0 0 0.60207112 0.50384643
## 2289 0 0 0.58037582 0.64205274
## 2290 2 0 0.44110351 0.35716551
## 2291 0 0 0.24127839 0.33451943
## 2292 0 0 0.44608170 0.35360282
## 2293 0 0 0.69807892 0.64019917
## 2294 0 0 0.59528543 0.45692441
## 2295 0 0 0.53205370 0.49585048
## 2296 1 1 0.46901802 0.41638485
## 2297 0 0 0.45750448 0.47371852
## 2298 0 0 0.81400936 0.62926408
## 2299 1 0 0.34081862 0.40362905
## 2300 0 0 0.57174014 0.55845480
## 2301 1 0 0.68428728 0.75821772
## 2302 0 0 0.55486493 0.60887334
## 2303 0 0 0.37943606 0.35365315
## 2304 0 0 0.47225035 0.55636690
## 2305 1 0 0.47041124 0.48487993
## 2306 0 0 0.51760332 0.66499857
## 2307 0 0 0.39429968 0.47689357
## 2308 0 0 0.44079564 0.48828276
## 2309 0 0 0.53862440 0.67892939
## 2310 0 0 0.31228196 0.35402647
## 2311 1 1 0.51070720 0.44978081
## 2312 0 0 0.50826172 0.36544438
## 2313 0 0 0.52214639 0.38485641
## 2314 0 0 0.35247185 0.38045548
## 2315 0 0 0.51207261 0.33918382
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## 4601 0 0 0.34741735 0.45676104
## 4602 0 0 0.50703977 0.53410815
## 4603 1 0 0.66323919 0.67149309
## 4604 0 0 0.47309400 0.48920077
## 4605 0 0 0.43318397 0.47675460
## 4606 1 1 0.41908500 0.49494702
## 4607 0 1 0.59518798 0.58131453
## 4608 0 0 0.35702816 0.47739792
## 4609 0 0 0.43861889 0.36320893
## 4610 0 0 0.36478492 0.49246794
## 4611 2 0 0.25950702 0.37455561
## 4612 1 0 0.46926640 0.39719910
## 4613 0 0 0.58685136 0.58940317
## 4614 0 0 0.67681984 0.72630036
## 4615 0 0 0.63918038 0.46566503
## 4616 0 1 0.30670596 0.43145424
## 4617 0 0 0.54427525 0.62121596
## 4618 0 0 0.37635211 0.39549489
## 4619 0 0 0.36313715 0.40363352
## 4620 0 0 0.47507447 0.42571191
## 4621 1 0 0.26578121 0.21564576
## 4622 0 0 0.48905098 0.63905857
## 4623 0 0 0.39080460 0.49576282
## 4624 0 0 0.47276206 0.37701888
## 4625 0 0 0.33006405 0.37060611
## 4626 1 0 0.59799892 0.66554993
## 4627 0 0 0.53984261 0.42574254
## 4628 0 0 0.56634779 0.55744458
## 4629 1 0 0.31437332 0.41375251
## 4630 0 0 0.61735492 0.54353611
## 4631 0 0 0.49430559 0.66126906
## 4632 0 0 0.38003756 0.38589334
## 4633 0 0 0.46739594 0.62136764
## 4634 0 1 0.48856416 0.52214218
## 4635 1 0 0.53891248 0.35249035
## 4636 1 1 0.36197242 0.41429416
## 4637 1 0 0.63702499 0.73742507
## 4638 0 0 0.63118437 0.54504423
## 4639 1 0 0.54891105 0.55547003
## 4640 0 0 0.45185430 0.41104997
## 4641 0 0 0.58856894 0.54826496
## 4642 1 0 0.78443293 0.76533493
## 4643 0 0 0.47160029 0.51154075
## 4644 0 0 0.42017711 0.40302774
## 4645 1 0 0.45400023 0.59629061
## 4646 0 0 0.45532829 0.48870390
## 4647 0 1 0.50577377 0.43668692
## 4648 0 0 0.53485059 0.48706915
## 4649 0 1 0.60886427 0.44724377
## 4650 0 0 0.75133182 0.65122017
## 4651 0 0 0.30143669 0.41937085
## 4652 0 0 0.73044528 0.57755223
## 4653 0 0 0.51903425 0.50071346
## 4654 1 0 0.37646368 0.27404829
## 4655 0 0 0.55588720 0.62280311
## 4656 0 0 0.33536264 0.39954640
## 4657 0 0 0.61247368 0.55107447
## 4658 0 0 0.45899196 0.46132681
## 4659 0 0 0.48728893 0.39085560
## 4660 0 0 0.48832918 0.53807960
## 4661 1 0 0.47880093 0.59561654
## 4662 0 0 0.45599339 0.50925418
## 4663 0 0 0.49376050 0.49096287
## 4664 0 0 0.59813910 0.61911438
## 4665 0 0 0.42471059 0.40209413
## 4666 0 0 0.37388419 0.47075877
## 4667 1 0 0.59713086 0.47276128
## 4668 0 0 0.48484743 0.48592939
## 4669 0 0 0.61008800 0.52231472
## 4670 0 0 0.35947653 0.26135141
## 4671 0 0 0.49849060 0.47883133
## 4672 0 0 0.49301282 0.55155297
## 4673 0 0 0.40455798 0.49047213
## 4674 1 0 0.50703522 0.50608509
## 4675 1 0 0.49881059 0.58957133
## 4676 0 0 0.55068824 0.38911509
## 4677 1 0 0.51692017 0.56582815
## 4678 1 0 0.35327646 0.38263272
## 4679 1 0 0.60130698 0.48137787
## 4680 0 0 0.42109050 0.50048941
## 4681 0 0 0.64864560 0.54189545
## 4682 0 0 0.60684858 0.52511123
## 4683 0 0 0.47718285 0.38289559
## 4684 0 0 0.59952671 0.48137708
## 4685 0 0 0.30796260 0.26936026
## 4686 1 0 0.55852432 0.46991856
## 4687 0 0 0.44026657 0.35616257
## 4688 0 0 0.55939743 0.60818028
## 4689 1 0 0.38577105 0.36857772
## 4690 0 0 0.40937182 0.39974406
## 4691 0 0 0.38867331 0.34867218
## 4692 0 0 0.37458881 0.35372612
## 4693 0 0 0.32033894 0.24387848
## 4694 0 1 0.51222446 0.40472765
## 4695 0 0 0.42049290 0.48624760
## 4696 0 0 0.52407141 0.62147512
## 4697 0 0 0.47948930 0.33740266
## 4698 0 0 0.58938620 0.61761609
## 4699 0 0 0.65852195 0.62400771
## 4700 0 0 0.54348653 0.33896235
## 4701 0 0 0.42793577 0.43869619
## 4702 0 0 0.47482996 0.49473800
## 4703 0 0 0.42139158 0.57668512
## 4704 0 0 0.46947558 0.45413271
## 4705 0 1 0.53181714 0.52153275
## 4706 0 1 0.47106294 0.46892127
## 4707 1 0 0.55302081 0.64095901
## 4708 2 0 0.42015661 0.47332873
## 4709 0 1 0.43866233 0.47450973
## 4710 0 0 0.50634210 0.35168302
## 4711 1 0 0.36005571 0.37952961
## 4712 0 0 0.39554144 0.27485252
## 4713 0 0 0.46622335 0.53386655
## 4714 0 0 0.40618418 0.51979732
## 4715 1 1 0.24444102 0.18869209
## 4716 1 0 0.57407775 0.46282255
## 4717 0 0 0.37102070 0.27738015
## 4718 0 0 0.36256259 0.47433346
## 4719 0 0 0.54757467 0.58167635
## 4720 0 1 0.55495204 0.64757911
## 4721 0 0 0.49619991 0.56977476
## 4722 0 0 0.57460103 0.61596382
## 4723 1 0 0.54569453 0.53788434
## 4724 1 0 0.34339850 0.43777439
## 4725 0 0 0.53800317 0.61867046
## 4726 1 0 0.43123464 0.34632713
## 4727 1 0 0.37061053 0.48554935
## 4728 0 0 0.35936258 0.43327170
## 4729 0 1 0.88468034 0.81766163
## 4730 1 0 0.45272492 0.45818285
## 4731 1 0 0.52800271 0.52930549
## 4732 0 0 0.46554719 0.44836308
## 4733 0 0 0.37279779 0.51410520
## 4734 0 0 0.39279642 0.40930175
## 4735 2 1 0.59425422 0.50381953
## 4736 0 0 0.57401247 0.53563103
## 4737 0 0 0.47540428 0.45756074
## 4738 0 0 0.48650294 0.56557093
## 4739 0 0 0.52351774 0.51653470
## 4740 0 1 0.52741744 0.37771352
## 4741 0 0 0.54913116 0.50881637
## 4742 0 1 0.45558067 0.47797501
## 4743 0 0 0.60288157 0.56652189
## 4744 0 0 0.22270039 0.40260776
## 4745 0 0 0.55304963 0.58586586
## 4746 0 0 0.40830174 0.52328862
## 4747 0 0 0.44666929 0.39003945
## 4748 1 0 0.47972252 0.44568749
## 4749 0 0 0.79608291 0.72722973
## 4750 0 1 0.60898643 0.56647363
## 4751 0 0 0.78367279 0.91377397
## 4752 1 0 0.59332542 0.53015679
## 4753 0 0 0.56842728 0.45973692
## 4754 0 0 0.51147703 0.48161098
## 4755 0 0 0.57771429 0.60930895
## 4756 0 0 0.63964475 0.53258755
## 4757 0 0 0.48559911 0.49917575
## 4758 1 0 0.46367959 0.45338554
## 4759 0 0 0.41566751 0.35588878
## 4760 0 0 0.43702476 0.46586052
## 4761 1 0 0.48204468 0.52834371
## uti_max_credit_line pct_card_over_50_uti ind_XYZ rep_income rep_education
## 1 0.513933626 0.55086602 0 118266.32 college
## 2 0.418016108 NA 0 89365.06 college
## 3 0.341627001 0.45141749 0 201365.12 college
## 4 0.542940421 0.60784262 0 191794.49 college
## 5 0.632934063 0.57367993 0 161465.37 graduate
## 6 0.697254108 NA 0 145392.18 college
## 7 0.377023569 0.44494570 0 138870.58 graduate
## 8 0.518623855 0.65099646 1 172338.97 college
## 9 0.468299020 NA 0 156538.00 college
## 10 0.532155579 0.59361660 1 171661.31 high_school
## 11 0.207820538 NA 0 189344.83 college
## 12 0.427834055 0.36431413 1 145790.96 high_school
## 13 0.516643957 0.46245035 0 159936.15 college
## 14 0.622971629 0.72197744 1 134346.14 high_school
## 15 0.584027442 0.61347894 1 167084.55 college
## 16 0.365042165 0.50687358 0 194538.89 high_school
## 17 0.320281315 0.35649953 0 175779.54 high_school
## 18 0.453836092 0.59447074 0 NA college
## 19 0.514310587 NA 0 131917.40 college
## 20 0.355047950 0.48411236 1 182351.52 college
## 21 0.680003055 0.60349023 0 179766.18 college
## 22 0.581146056 0.71502035 1 140347.53 college
## 23 0.444251980 0.50734276 0 265075.47 college
## 24 0.444265560 0.60219992 0 169168.62 graduate
## 25 0.453465958 0.71680243 0 116235.68 graduate
## 26 0.287341190 0.49615076 0 148191.29 graduate
## 27 0.577625628 NA 0 125862.22 high_school
## 28 0.593239005 0.68604985 1 223373.95 college
## 29 0.490493013 0.57784040 0 274251.46 college
## 30 0.340285475 0.51844652 0 177472.43 college
## 31 0.568418980 0.46934706 0 NA college
## 32 0.302966082 0.26128547 0 195613.63 high_school
## 33 0.332061170 0.38645027 0 153631.23 college
## 34 0.419220876 0.30954477 1 178830.86 graduate
## 35 0.380113272 0.36667858 0 188098.22 graduate
## 36 0.403901743 0.41806347 1 153296.79 college
## 37 0.564049347 0.57967256 0 NA college
## 38 0.345911747 0.58593904 1 146946.23 college
## 39 0.043305058 0.35832680 1 146099.78 high_school
## 40 0.664639873 NA 0 166195.95 graduate
## 41 0.539248766 0.60398539 0 184944.24 college
## 42 0.465291404 0.54559607 0 160827.10 college
## 43 0.319136880 0.45354724 1 172736.20 high_school
## 44 0.546741930 0.68950079 0 120703.34 graduate
## 45 0.260059575 0.55232772 0 171491.35 high_school
## 46 0.423725700 0.61948132 0 190812.62 college
## 47 0.504501540 0.58753215 0 190828.00 high_school
## 48 0.407762226 0.81418417 1 84630.92 college
## 49 0.495431533 NA 0 216234.02 high_school
## 50 0.453868851 0.45127163 0 157493.26 college
## 51 0.256106727 0.00000000 1 178029.43 college
## 52 0.613126053 NA 0 136792.60 college
## 53 0.368347202 0.30382793 0 195773.62 college
## 54 0.353822919 0.43556001 0 161602.22 college
## 55 0.576167493 0.40948197 0 176786.98 high_school
## 56 0.435216792 0.58429588 0 141360.50 high_school
## 57 0.373203507 0.49738170 0 NA college
## 58 0.182392953 0.34419359 0 103512.72 college
## 59 0.304191336 0.46935053 0 168328.19 college
## 60 0.572487912 0.71956594 0 154240.06 high_school
## 61 0.614732841 0.74749400 0 148026.22 college
## 62 0.466142631 0.37042028 0 129263.44 graduate
## 63 0.584646800 0.57677490 0 NA high_school
## 64 0.421748624 0.52304130 0 163593.93 college
## 65 0.300915025 NA 0 182899.43 college
## 66 0.549326990 0.70364683 0 198291.00 graduate
## 67 0.480139204 0.54690414 0 160461.05 high_school
## 68 0.268102563 0.44909525 0 221018.18 college
## 69 0.448052984 NA 0 NA college
## 70 0.364967759 0.63543900 0 120385.93 high_school
## 71 0.603705175 0.63938128 1 125846.26 high_school
## 72 0.250894235 0.34243814 0 NA college
## 73 0.551812387 0.65190319 0 158159.22 college
## 74 0.360077991 0.63848770 0 186327.57 high_school
## 75 0.413957023 0.44744961 1 156709.60 high_school
## 76 0.335270690 0.69462764 0 239260.15 college
## 77 0.539176577 0.52843559 0 135672.46 high_school
## 78 0.486892700 0.44902729 1 179011.56 college
## 79 0.402385262 0.47722197 1 153419.28 high_school
## 80 0.369187647 0.43625421 0 148571.08 high_school
## 81 0.480631149 0.61205406 0 119129.70 high_school
## 82 0.597414416 0.53718955 0 192056.23 high_school
## 83 0.504973438 0.70770653 0 177019.42 high_school
## 84 0.493189501 0.53802714 1 212244.57 graduate
## 85 0.409492942 0.45186019 0 246986.32 high_school
## 86 0.539136640 0.44420023 1 185105.24 college
## 87 0.363254259 0.48557228 0 174943.28 high_school
## 88 0.351928750 NA 0 159064.69 high_school
## 89 0.525575606 0.39795909 1 NA college
## 90 0.596072514 0.66941589 1 164331.33 college
## 91 0.446696404 0.29119569 1 165772.19 college
## 92 0.472312749 NA 0 148265.19 high_school
## 93 0.642167210 NA 0 163823.13 high_school
## 94 0.541375535 0.63772080 0 143778.04 college
## 95 0.318176468 0.37176916 0 142926.10 college
## 96 0.554606026 0.58593915 1 190912.70 college
## 97 0.454065949 0.58372007 0 124982.16 high_school
## 98 0.486374520 0.50485895 0 145990.33 college
## 99 0.716122828 0.64145752 0 212013.98 college
## 100 0.401560451 0.63737333 0 129473.81 high_school
## 101 0.340635652 0.34660600 0 203115.54 college
## 102 0.396535108 0.65742262 1 123042.46 college
## 103 0.600110645 0.76855254 1 195153.04 college
## 104 0.272006290 0.55313299 0 180459.85 college
## 105 0.576290309 0.55697168 0 197915.83 high_school
## 106 0.377012774 0.32516793 0 207056.63 high_school
## 107 0.623549989 0.69625527 1 153469.73 high_school
## 108 0.433267251 0.49463570 0 126825.55 college
## 109 0.414237098 0.56710019 0 199866.78 college
## 110 0.571236085 0.48181755 0 200028.17 college
## 111 0.663479689 0.73540140 0 200548.50 college
## 112 0.444734607 0.58370418 0 180296.06 high_school
## 113 0.429757675 0.46970932 0 98425.70 college
## 114 0.483082243 0.56326593 0 149423.16 high_school
## 115 0.612044194 0.57782900 0 159013.36 college
## 116 0.504893117 0.52736139 0 115410.46 college
## 117 0.446481904 0.44346692 1 168698.12 high_school
## 118 0.283025002 0.64425381 0 133843.77 graduate
## 119 0.373124756 0.59791523 0 116444.49 college
## 120 0.491119561 0.53986649 0 155303.97 high_school
## 121 0.461605558 0.54111701 0 NA high_school
## 122 0.424926662 0.61197531 0 NA college
## 123 0.762346452 0.83774134 0 154723.76 college
## 124 0.370395036 0.50184085 1 139649.42 graduate
## 125 0.402059411 0.44930515 0 186341.12 college
## 126 0.571105549 0.39206365 0 191976.45 college
## 127 0.455764597 0.48765421 0 156787.94 college
## 128 0.583679953 0.59692754 0 214474.19 college
## 129 0.520702402 0.42153614 1 192393.73 college
## 130 0.532515814 0.42832712 0 117456.63 college
## 131 0.504177999 0.48232416 0 217524.86 college
## 132 0.565764284 0.67102258 0 159753.18 college
## 133 0.592356219 0.58961983 1 200020.06 college
## 134 0.357523374 0.47747824 1 180250.02 college
## 135 0.599479821 0.62670569 0 120132.56 college
## 136 0.409032839 0.46372166 0 190179.42 college
## 137 0.603845672 0.48322719 0 132148.09 college
## 138 0.506091817 0.49200892 0 157049.88 high_school
## 139 0.384134567 0.53538653 0 176620.30 graduate
## 140 0.176935042 0.47365481 0 174985.27 college
## 141 0.329698637 0.65880899 0 162082.27 college
## 142 0.641045586 0.76483983 0 193664.80 college
## 143 0.431190168 0.45325820 0 160107.57 high_school
## 144 0.404476312 0.46986138 0 184951.95 high_school
## 145 0.686074942 0.52912761 0 234895.46 high_school
## 146 0.489987467 0.53016731 0 152458.71 college
## 147 0.228009537 0.55238252 0 170496.33 college
## 148 0.466343978 0.61946237 0 127017.61 graduate
## 149 0.323676275 0.58486043 1 126242.36 college
## 150 0.478950580 0.52149425 0 145689.42 college
## 151 0.287943061 0.45515650 0 115401.64 college
## 152 0.462412027 0.63426790 1 174725.97 college
## 153 0.333061196 0.55740381 1 143096.13 college
## 154 0.440577449 0.56919596 0 144707.18 college
## 155 0.309217284 0.24955122 0 169290.35 college
## 156 0.499591329 0.45850411 0 125758.94 college
## 157 0.261299331 0.48882311 0 140402.50 high_school
## 158 0.418648881 0.55769867 0 209284.26 high_school
## 159 0.449519114 NA 0 144289.16 college
## 160 0.495169135 0.50511013 1 160863.73 college
## 161 0.217098411 0.47368730 0 148280.06 college
## 162 0.390943780 0.36248588 0 122975.20 college
## 163 0.648532918 0.77979104 0 241189.14 other
## 164 0.449647013 0.54647014 0 151427.68 high_school
## 165 0.440355133 0.42832033 0 NA college
## 166 0.320151941 0.55293813 1 142181.04 high_school
## 167 0.475777207 0.59820800 0 185785.90 graduate
## 168 0.389219674 0.60224783 1 170151.54 college
## 169 0.539010138 0.62880770 0 144906.56 high_school
## 170 0.420127173 0.55928978 0 NA college
## 171 0.409232173 0.59525603 0 202837.75 high_school
## 172 0.640818988 0.58807426 0 184537.50 high_school
## 173 0.507172509 0.48104495 0 187911.60 high_school
## 174 0.476433528 0.42283793 0 152934.53 high_school
## 175 0.329645938 0.53956519 0 196449.43 college
## 176 0.610187293 0.69389892 0 190687.66 college
## 177 0.590314706 0.51067251 0 151905.64 high_school
## 178 0.598920397 0.80120962 0 199540.59 graduate
## 179 0.691030641 0.74339378 0 225135.55 college
## 180 0.475646197 0.55604566 0 131994.81 college
## 181 0.300285271 0.54747928 0 NA college
## 182 0.550964409 0.62984101 1 195587.03 high_school
## 183 0.199128465 0.50450983 0 225517.33 college
## 184 0.201606309 NA 0 169610.14 college
## 185 0.260727203 0.40817427 0 234228.54 high_school
## 186 0.516339776 0.42847317 1 173492.43 college
## 187 0.436351656 0.47275192 0 195737.23 college
## 188 0.670693292 0.69703240 0 207662.36 high_school
## 189 0.361492995 0.44479462 1 170200.92 college
## 190 0.157599523 0.32717057 0 154247.31 high_school
## 191 0.507541797 0.64066395 0 188251.26 high_school
## 192 0.582547801 0.48939794 0 230917.43 college
## 193 0.428870582 NA 1 NA high_school
## 194 0.297458979 0.48728549 0 78209.68 college
## 195 0.421802145 0.58181619 0 246905.93 college
## 196 0.607467260 0.55999584 0 195061.03 college
## 197 0.590505019 0.66359568 0 137272.90 high_school
## 198 0.338269324 0.34657686 0 143115.41 college
## 199 0.414063036 0.54424285 0 158151.53 high_school
## 200 0.666315189 0.79825035 0 183081.76 graduate
## 201 0.313017069 NA 0 192588.92 high_school
## 202 0.446787651 0.55690259 0 NA college
## 203 0.648931867 0.64301238 1 NA high_school
## 204 0.489439065 0.49615681 1 166784.69 high_school
## 205 0.399959194 0.42314505 1 199202.74 college
## 206 0.396693417 0.65935036 0 169737.52 graduate
## 207 0.492127164 0.79759070 0 127300.50 high_school
## 208 0.336833346 0.39091500 0 260085.50 graduate
## 209 0.278479312 0.34294263 0 132399.29 college
## 210 0.396344940 0.35395941 1 NA high_school
## 211 0.391832749 0.49697806 0 197699.35 high_school
## 212 0.450233948 0.60082738 0 180378.40 college
## 213 0.638851233 NA 1 171656.11 graduate
## 214 0.379967377 0.46303743 0 186306.23 graduate
## 215 0.532012109 0.53295077 0 128078.62 college
## 216 0.479567213 0.48876938 1 178036.41 college
## 217 0.557761015 0.70984714 0 190629.33 college
## 218 0.391017782 0.36477689 0 223230.88 college
## 219 0.503459019 0.65876347 0 202184.50 college
## 220 0.463104394 0.55811086 0 257633.51 college
## 221 0.495219434 0.67876296 0 193410.86 college
## 222 0.392864691 0.61437583 0 149058.53 high_school
## 223 0.415513850 NA 1 162823.33 high_school
## 224 0.692697204 0.71898268 0 177786.31 graduate
## 225 0.288550906 0.46788994 0 177169.23 college
## 226 0.482195541 0.42486213 0 181460.52 college
## 227 0.386561819 0.39310865 0 190101.84 college
## 228 0.479890278 0.44024101 0 145796.47 college
## 229 0.809065822 0.66730967 0 67697.27 college
## 230 0.440496289 0.40825773 0 174535.19 college
## 231 0.707786987 0.62161841 0 156650.61 college
## 232 0.615272240 0.60092275 0 135530.71 high_school
## 233 0.433510474 NA 1 220814.03 college
## 234 0.429286219 0.71108171 0 149895.66 college
## 235 0.413961607 0.46035592 0 169410.04 college
## 236 0.419579175 0.57268377 0 158599.76 graduate
## 237 0.427888894 0.54146644 0 201746.47 high_school
## 238 0.509824029 NA 0 158145.55 college
## 239 0.636500652 0.49251304 0 214613.68 high_school
## 240 0.545047664 0.62487780 0 133595.27 high_school
## 241 0.576172054 NA 0 168132.06 graduate
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## 1705 0.323137571 0.37135681 0 194289.04 graduate
## 1706 0.430123325 0.43471429 1 132541.98 college
## 1707 0.552188895 0.74847666 1 170794.96 college
## 1708 0.628847628 0.87107873 0 207753.98 high_school
## 1709 0.531670944 0.46163154 0 NA college
## 1710 0.596826284 0.52045126 0 141572.40 college
## 1711 0.408756295 0.64872868 0 184445.54 college
## 1712 0.317398689 0.21538319 1 93623.31 high_school
## 1713 0.576692143 0.64972681 0 171061.86 high_school
## 1714 0.461518396 0.57807155 0 147229.13 college
## 1715 0.516356290 0.65380487 1 190914.72 high_school
## 1716 0.425878914 0.50518907 0 195559.96 high_school
## 1717 0.578749020 0.61050547 0 121965.64 high_school
## 1718 0.679310726 0.58243039 0 171915.23 college
## 1719 0.385821170 NA 0 196417.32 high_school
## 1720 0.622779587 0.64366836 0 173153.40 college
## 1721 0.300945015 0.45498249 0 167762.14 college
## 1722 0.309492202 0.64183935 0 222370.47 college
## 1723 0.658686735 0.71608132 0 194015.69 college
## 1724 0.472481061 0.66946785 0 197775.95 college
## 1725 0.649758561 0.60190363 1 NA college
## 1726 0.549248185 0.47845903 0 161133.61 college
## 1727 0.449522734 0.55141613 1 194695.28 high_school
## 1728 0.499222673 0.43592607 1 214766.99 high_school
## 1729 0.478289586 0.64839231 0 190113.55 high_school
## 1730 0.511250388 0.63172351 0 206258.94 college
## 1731 0.421706986 0.74303959 0 112181.00 college
## 1732 0.378474346 NA 0 137955.48 college
## 1733 0.370970759 0.40929459 0 167155.15 college
## 1734 0.214807404 0.32916256 0 238789.54 college
## 1735 0.613519889 NA 0 139881.42 college
## 1736 0.385045357 0.49050574 0 187106.64 college
## 1737 0.566479127 0.65262687 0 122948.52 graduate
## 1738 0.318550815 0.31205538 0 211312.38 college
## 1739 0.559847777 NA 1 165742.14 high_school
## 1740 0.507729453 0.51623286 0 150953.83 college
## 1741 0.471073324 0.61648997 0 NA college
## 1742 0.275426054 0.61509406 0 173262.85 high_school
## 1743 0.647308185 0.64445339 0 194226.85 graduate
## 1744 0.451759909 NA 0 153399.41 college
## 1745 0.594969669 0.61150066 0 192983.49 high_school
## 1746 0.040048367 0.29141560 0 165904.63 high_school
## 1747 0.529476184 0.37873062 1 135763.79 high_school
## 1748 0.202497681 0.36335452 0 132023.63 college
## 1749 0.477920159 0.57105269 0 170834.95 graduate
## 1750 0.663441198 0.74736134 0 166746.32 college
## 1751 0.514345568 0.59865704 0 137778.20 college
## 1752 0.374115631 0.52880982 0 177699.07 graduate
## 1753 0.408220428 0.43893065 0 191736.32 college
## 1754 0.540629422 0.57543644 1 169180.12 college
## 1755 0.630445749 0.61201825 0 NA graduate
## 1756 0.314934021 0.51749276 1 NA college
## 1757 0.553143555 NA 0 202312.82 high_school
## 1758 0.362798493 0.42393399 1 192663.90 college
## 1759 0.306879754 0.41782835 1 168276.05 college
## 1760 0.542988411 0.53783205 0 177103.76 high_school
## 1761 0.437206064 0.69314398 0 174397.98 college
## 1762 0.315532727 0.58155092 0 133798.84 college
## 1763 0.174228860 0.54267093 0 170348.62 high_school
## 1764 0.415055919 0.42492221 0 182925.26 graduate
## 1765 0.390593326 0.62008449 0 NA college
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## 1767 0.472364165 0.73122010 1 222289.20 high_school
## 1768 0.548204934 NA 0 159837.13 high_school
## 1769 0.364350270 0.39457129 0 216627.65 college
## 1770 0.586435655 0.51831006 0 139718.06 graduate
## 1771 0.390499459 0.49884482 0 148164.93 high_school
## 1772 0.570026609 0.48590593 0 194221.36 graduate
## 1773 0.415793977 NA 0 136925.04 graduate
## 1774 0.663643812 0.66920074 0 116798.66 high_school
## 1775 0.502388617 0.61594128 0 146042.31 college
## 1776 0.448393480 0.51294169 0 201730.90 college
## 1777 0.629575478 0.59515137 0 156069.37 graduate
## 1778 0.437340672 NA 1 111861.79 graduate
## 1779 0.375741488 0.53012253 1 171224.12 college
## 1780 0.487184697 0.39309987 0 178185.29 high_school
## 1781 0.366897365 0.41713279 0 213187.41 college
## 1782 0.493885377 0.37830689 0 182295.76 college
## 1783 0.440608979 0.55942616 1 195570.17 college
## 1784 0.424878444 0.74557632 0 174978.99 high_school
## 1785 0.530583510 0.44576539 1 221137.29 high_school
## 1786 0.209350236 0.34588718 0 146177.62 college
## 1787 0.350540777 0.42557835 0 166778.45 college
## 1788 0.624561650 0.63319887 0 133483.87 college
## 1789 0.351989073 0.36186307 0 145248.27 college
## 1790 0.612277002 0.54548380 0 191129.47 college
## 1791 0.044328987 0.33809755 0 213165.59 college
## 1792 0.382552574 NA 0 156548.71 high_school
## 1793 0.532853398 0.64837732 1 155282.28 college
## 1794 0.655571588 0.64381661 0 168495.02 college
## 1795 0.737912801 0.89044376 0 186339.16 college
## 1796 0.454996827 0.44131740 1 161566.31 college
## 1797 0.347477500 0.65633068 0 199426.00 high_school
## 1798 0.186299164 0.37033974 0 181921.99 graduate
## 1799 0.359756485 0.33268487 0 131861.94 college
## 1800 0.346800503 0.51233193 1 196502.01 high_school
## 1801 0.510327122 0.56355469 0 199880.83 graduate
## 1802 0.661657189 0.63247301 0 156842.27 college
## 1803 0.582780899 0.67014963 0 173796.72 college
## 1804 0.476313444 0.45091038 1 NA high_school
## 1805 0.436698639 0.54972161 0 204852.55 college
## 1806 0.443074636 0.38397645 0 184297.99 high_school
## 1807 0.549709605 0.50135028 1 222324.99 college
## 1808 0.518171611 0.71260889 0 204113.37 high_school
## 1809 0.384014698 0.43647583 0 149168.61 high_school
## 1810 0.577037614 0.72022668 0 174825.01 college
## 1811 0.580071804 0.69374508 0 120923.77 graduate
## 1812 0.522663854 0.48561870 0 97410.65 college
## 1813 0.647648512 0.72616594 1 NA college
## 1814 0.448996499 0.61579291 0 181241.51 college
## 1815 0.573750132 0.71248298 0 168270.25 high_school
## 1816 0.456755911 0.50828860 0 177715.86 college
## 1817 0.640673796 0.49265550 0 212147.20 high_school
## 1818 0.508567173 0.52440397 0 199646.38 college
## 1819 0.365810862 0.41163104 0 NA college
## 1820 0.634361660 0.72853567 0 142348.11 college
## 1821 0.616546067 0.71033682 0 NA high_school
## 1822 0.444539775 0.51795846 0 189801.56 high_school
## 1823 0.487088215 0.51710037 0 156128.00 college
## 1824 0.563302906 0.68737897 0 189412.94 college
## 1825 0.319208823 0.53180505 1 115544.62 college
## 1826 0.242270798 0.33133124 1 158779.88 graduate
## 1827 0.321105704 0.49675609 0 161585.83 graduate
## 1828 0.304203628 0.54002032 0 151463.29 college
## 1829 0.486615685 0.72182802 0 167965.88 high_school
## 1830 0.374587358 0.62862207 0 116851.65 college
## 1831 0.301917769 0.45135435 0 131021.17 high_school
## 1832 0.331268466 0.33427145 0 168243.12 high_school
## 1833 0.458482807 0.63112580 0 NA college
## 1834 0.386627542 0.55593183 1 NA college
## 1835 0.287476929 0.50192605 1 202168.36 graduate
## 1836 0.823639015 0.92819623 1 183027.97 high_school
## 1837 0.493272200 0.56953410 0 118854.13 college
## 1838 0.433206492 NA 0 132409.64 college
## 1839 0.079814831 0.22985869 0 189946.65 college
## 1840 0.618475458 0.78310564 0 172592.12 college
## 1841 0.250977092 0.59313715 0 189327.98 high_school
## 1842 0.569020195 0.76465813 0 152535.85 other
## 1843 0.571105859 0.78965770 0 149069.98 high_school
## 1844 0.351830013 0.71534279 0 145612.71 college
## 1845 0.427415224 0.61635956 0 109197.37 graduate
## 1846 0.263071902 0.49357634 0 181501.60 college
## 1847 0.487685178 0.54677870 1 116642.07 graduate
## 1848 0.742009245 NA 0 180717.21 college
## 1849 0.333566626 0.51393467 0 NA college
## 1850 0.421345269 NA 0 131576.47 high_school
## 1851 0.494495833 0.55861982 0 129190.29 college
## 1852 0.459830089 0.48590349 0 150564.82 college
## 1853 0.489483656 0.47537814 1 208029.92 college
## 1854 0.671285388 0.67437186 0 136386.56 college
## 1855 0.412583880 0.55896537 1 146097.54 college
## 1856 0.499706258 0.55383277 0 154619.77 college
## 1857 0.451728771 0.51522971 0 184101.08 college
## 1858 0.587711365 0.73634637 0 183384.83 high_school
## 1859 0.272316715 0.58846188 0 NA college
## 1860 0.272276721 0.33644900 0 179416.90 college
## 1861 0.465223313 0.56382781 0 NA high_school
## 1862 0.692355954 0.92180537 0 162880.05 high_school
## 1863 0.640992713 0.67197757 1 135485.18 college
## 1864 0.447832982 0.58393858 0 174162.53 high_school
## 1865 0.356897680 0.42424873 0 152869.74 college
## 1866 0.607625915 0.86192789 1 187227.32 college
## 1867 0.376889148 0.60297579 0 198278.74 college
## 1868 0.510266431 0.58495172 0 141320.45 high_school
## 1869 0.360718588 0.40993851 0 161648.67 college
## 1870 0.338249837 0.30267275 1 196252.46 college
## 1871 0.399245007 0.53577628 0 137743.78 college
## 1872 0.439943658 NA 0 116386.57 graduate
## 1873 0.389361223 NA 0 97304.08 college
## 1874 0.604627685 0.53137033 0 NA college
## 1875 0.436933932 0.56759358 1 157109.70 graduate
## 1876 0.341047654 0.46291185 0 145423.68 high_school
## 1877 0.422254635 NA 0 205827.21 college
## 1878 0.671176073 0.77580065 0 118648.77 college
## 1879 0.541675800 0.51552628 0 115165.11 high_school
## 1880 0.368658843 NA 0 138423.45 college
## 1881 0.668118443 0.72861332 1 230819.91 college
## 1882 0.643946368 0.80322311 0 175548.09 college
## 1883 0.366352093 0.41248738 0 123020.68 college
## 1884 0.284267193 0.47276504 1 184726.10 high_school
## 1885 0.405826324 0.54697636 0 166389.11 college
## 1886 0.394074175 0.24644545 0 188406.43 high_school
## 1887 0.311896876 0.39716445 1 147593.45 college
## 1888 0.339282891 0.34955290 0 122094.94 college
## 1889 0.412609447 0.61873921 0 169513.69 high_school
## 1890 0.259553202 0.25701128 0 155107.22 high_school
## 1891 0.575242303 0.41355927 0 158430.92 graduate
## 1892 0.286206243 0.40099418 0 142899.23 college
## 1893 0.589044029 0.72397833 0 160871.91 high_school
## 1894 0.116485502 0.48887265 1 134291.48 high_school
## 1895 0.454121092 0.43484446 0 145604.45 college
## 1896 0.452293370 0.41010801 0 144353.78 college
## 1897 0.518115838 0.47643430 1 154187.25 college
## 1898 0.504988766 0.64285481 0 181605.76 college
## 1899 0.593685713 0.76964077 1 156414.73 graduate
## 1900 0.519464765 0.73308346 0 175203.39 high_school
## 1901 0.337380576 0.52441501 1 164134.55 high_school
## 1902 0.470084825 0.76532500 1 186244.55 high_school
## 1903 0.491585798 0.43944367 0 89226.81 high_school
## 1904 0.573901798 NA 0 161594.17 graduate
## 1905 0.691082203 0.79278674 0 206673.02 college
## 1906 0.194069223 0.40130885 0 203668.14 college
## 1907 0.531655048 0.71827766 0 140333.52 high_school
## 1908 0.337954349 0.64788338 0 134220.04 high_school
## 1909 0.376721916 0.48505594 0 150452.55 college
## 1910 0.554464369 0.64081514 0 149927.19 college
## 1911 0.241233734 0.46128913 0 136772.74 college
## 1912 0.451123713 0.46169052 0 NA college
## 1913 0.506344765 0.55333261 0 101063.45 college
## 1914 0.464071303 0.50662502 0 186032.94 high_school
## 1915 0.387788531 NA 1 NA high_school
## 1916 0.590374518 0.44353933 0 189682.44 high_school
## 1917 0.206113690 0.31967472 0 143023.83 college
## 1918 0.509125983 0.39876804 1 181520.09 graduate
## 1919 0.432612042 0.58411148 0 139776.15 college
## 1920 0.504497925 0.59145779 0 NA high_school
## 1921 0.226620354 0.35267198 1 173981.64 college
## 1922 0.539895034 0.56204410 0 158017.19 college
## 1923 0.573888763 0.65115541 0 154354.47 high_school
## 1924 0.408263419 0.46648443 1 176343.45 college
## 1925 0.577241118 0.82262435 0 171132.14 high_school
## 1926 0.379280942 0.66089272 1 181340.69 college
## 1927 0.416409309 0.51625050 0 172294.53 college
## 1928 0.486544202 0.43277783 0 102167.12 high_school
## 1929 0.453234711 0.76165269 0 176171.04 college
## 1930 0.552555808 0.54855233 0 115715.92 college
## 1931 0.625973083 0.54899723 1 194892.37 graduate
## 1932 0.481605999 0.67339096 1 182382.13 college
## 1933 0.532096109 NA 1 174162.63 high_school
## 1934 0.388246105 0.57001925 0 157401.66 college
## 1935 0.558462819 0.68319767 0 115167.67 high_school
## 1936 0.741802909 0.67907124 0 140296.57 college
## 1937 0.408292276 0.38067851 1 127044.05 college
## 1938 0.407345289 0.29589194 1 199537.16 high_school
## 1939 0.636066245 0.65027554 0 102310.64 college
## 1940 0.355402417 0.32909332 1 160915.71 high_school
## 1941 0.452109730 NA 1 169590.25 college
## 1942 0.483150477 0.57989856 0 NA graduate
## 1943 0.742119293 0.55169057 0 181937.43 college
## 1944 0.171906341 0.25925996 0 141279.13 college
## 1945 0.685416643 0.57413565 0 133393.46 graduate
## 1946 0.384422016 0.52844588 0 167499.98 high_school
## 1947 0.346744608 0.46531102 0 82942.64 college
## 1948 0.434171172 0.67246514 0 163286.17 college
## 1949 0.424959282 0.55577987 0 165973.34 college
## 1950 0.304732851 0.46548135 1 184762.42 college
## 1951 0.623836005 0.55298150 1 165344.17 graduate
## 1952 0.449067238 NA 0 157912.04 college
## 1953 0.615329370 0.69448877 0 144267.73 college
## 1954 0.495539702 0.65583718 0 140044.00 high_school
## 1955 0.270953379 0.31614181 0 NA high_school
## 1956 0.186444056 0.32342791 1 174255.58 college
## 1957 0.578807569 0.52270120 1 178921.24 college
## 1958 0.397071427 0.56984491 0 161332.26 college
## 1959 0.343537829 0.48980212 0 162421.39 college
## 1960 0.609855118 0.67504793 1 166113.50 college
## 1961 0.521633942 0.61349402 0 199535.29 college
## 1962 0.437211177 0.61408098 1 144124.55 college
## 1963 0.576013434 0.52370122 1 165704.70 college
## 1964 0.234348356 0.45195901 0 168676.06 high_school
## 1965 0.339759483 0.43842217 0 NA high_school
## 1966 0.629484186 0.73948844 0 159131.42 high_school
## 1967 0.493872194 0.75096488 0 186488.40 college
## 1968 0.602598879 0.55141323 0 NA high_school
## 1969 0.502592576 0.59558806 0 140224.93 college
## 1970 0.176727992 0.41734908 0 141164.41 college
## 1971 0.579411055 0.75022411 0 176901.08 college
## 1972 0.568276678 0.62830594 0 34707.90 college
## 1973 0.556749040 NA 1 168462.03 college
## 1974 0.211328178 NA 1 191931.26 college
## 1975 0.415403515 0.52794080 0 124992.34 college
## 1976 0.477946616 0.64214393 0 NA high_school
## 1977 0.484944510 0.54884154 0 184501.88 other
## 1978 0.529672311 0.43196399 1 157746.21 high_school
## 1979 0.334796023 0.48518577 1 196884.26 high_school
## 1980 0.648008172 0.62742491 1 122404.71 college
## 1981 0.489802993 NA 0 170364.77 high_school
## 1982 0.421193354 0.67509021 1 185082.37 college
## 1983 0.396397468 0.47442292 0 177193.81 college
## 1984 0.359153772 0.37606844 1 180787.35 college
## 1985 0.634496428 0.72438678 0 156901.42 college
## 1986 0.444530202 0.51599760 0 180399.41 college
## 1987 0.579672454 0.47372011 0 157973.00 college
## 1988 0.149206777 0.51293728 0 135635.42 college
## 1989 0.586233455 0.73549115 1 168060.14 college
## 1990 0.159437225 NA 0 158759.04 high_school
## 1991 0.412556799 0.51806236 0 148344.84 college
## 1992 0.686198793 0.55285507 0 105601.08 high_school
## 1993 0.511987598 0.75788653 0 161570.66 high_school
## 1994 0.325250533 0.49349020 1 208049.60 graduate
## 1995 0.460314253 0.61529458 0 197082.97 high_school
## 1996 0.579902831 NA 0 173522.74 high_school
## 1997 0.366927480 0.50471360 1 204930.66 college
## 1998 0.507665166 0.64584221 0 190024.41 college
## 1999 0.629028405 0.51465028 0 149833.41 college
## 2000 0.534542933 0.43853124 0 129096.16 college
## 2001 0.333065850 0.38991681 1 102370.39 college
## 2002 0.492387386 0.38386380 1 198125.33 college
## 2003 0.503836953 0.54653279 1 197448.62 high_school
## 2004 0.439310415 0.58657641 1 122289.20 college
## 2005 0.481908771 0.57016595 0 186078.72 high_school
## 2006 0.470386699 0.57144396 0 145885.25 college
## 2007 0.261325351 0.44841954 1 177708.06 graduate
## 2008 0.445856884 0.67849852 0 213270.30 college
## 2009 0.186730531 0.06734866 0 201840.97 college
## 2010 0.355411120 0.53798314 1 157122.78 college
## 2011 0.518207474 0.49198277 0 180286.51 college
## 2012 0.292167336 0.50345244 0 125530.54 high_school
## 2013 0.503862401 0.50742619 0 135534.92 college
## 2014 0.599880051 0.56128547 0 155784.66 college
## 2015 0.752905253 0.60421455 0 213391.88 college
## 2016 0.445950586 0.53880887 0 142361.76 graduate
## 2017 0.657253869 0.65969097 0 167875.37 high_school
## 2018 0.796189423 0.84931612 0 149118.85 college
## 2019 0.216538746 0.22353872 0 205864.38 college
## 2020 0.301257074 0.44966004 1 134824.77 college
## 2021 0.568448838 0.56904674 0 194343.08 college
## 2022 0.348801398 0.39563261 0 181760.44 high_school
## 2023 0.589878640 0.67154949 0 212558.56 college
## 2024 0.658443555 NA 0 134476.61 high_school
## 2025 0.517292828 NA 1 162154.72 college
## 2026 0.580589431 0.59914060 1 163531.89 high_school
## 2027 0.358758495 0.56534010 0 137453.96 high_school
## 2028 0.567637487 0.54747625 0 206858.01 college
## 2029 0.419015393 0.64286087 0 207991.29 college
## 2030 0.210478642 0.15526890 1 191326.49 college
## 2031 0.689730864 0.89122862 0 213403.91 college
## 2032 0.507380862 0.59693245 1 170095.57 college
## 2033 0.380270203 0.42700328 1 119843.88 college
## 2034 0.426484952 0.68345064 0 126422.36 high_school
## 2035 0.280769864 0.40023887 0 174351.25 graduate
## 2036 0.344089891 0.50331666 0 180859.36 college
## 2037 0.555731515 0.62614856 0 NA graduate
## 2038 0.475196025 0.33057651 0 NA college
## 2039 0.306261073 0.46121207 0 NA college
## 2040 0.426884317 0.57890398 0 147328.92 college
## 2041 0.406952215 0.25808131 0 113896.02 college
## 2042 0.459237509 0.51622839 0 242868.03 graduate
## 2043 0.533747354 0.51134802 0 112103.53 college
## 2044 0.524713422 0.62704088 0 140170.93 high_school
## 2045 0.665376632 0.73624770 1 182782.55 college
## 2046 0.283118815 0.29077299 0 220516.49 graduate
## 2047 0.543553394 0.58479158 1 172102.69 college
## 2048 0.609931522 0.54170487 0 199617.98 college
## 2049 0.570612725 0.64104867 0 192861.97 graduate
## 2050 0.369451394 0.54699572 0 173702.80 high_school
## 2051 0.663427822 NA 0 121593.02 college
## 2052 0.346238304 0.50167251 0 149035.15 college
## 2053 0.263358670 0.44151124 0 164449.98 college
## 2054 0.543294636 0.53462374 0 210895.78 college
## 2055 0.413675602 0.75359548 1 170073.50 college
## 2056 0.425203969 0.47094042 0 133579.50 college
## 2057 0.339521173 0.40584390 0 163940.30 college
## 2058 0.486486597 0.47266393 0 220900.44 graduate
## 2059 0.533821128 0.65224814 0 161636.39 college
## 2060 0.618801722 0.54488101 0 71392.48 high_school
## 2061 0.276338441 NA 0 170939.35 college
## 2062 0.914522635 0.65176597 0 182968.19 high_school
## 2063 0.376100815 0.58708898 0 219858.54 graduate
## 2064 0.194186135 0.39500532 0 110598.57 college
## 2065 0.396123331 0.49464476 0 157137.65 college
## 2066 0.486780393 0.70273564 0 156339.53 college
## 2067 0.568037852 0.58362017 0 198831.73 high_school
## 2068 0.554258139 0.64345700 0 182746.61 college
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## [ reached 'max' / getOption("max.print") -- omitted 15239 rows ]- Data Wrangling
- What is the dimension(shape) of the dataset? How many rows and columns does the dataset have?
dim(loan_default)## [1] 20000 21print("The dataset has 20000 rows and 21 columns.")## [1] "The dataset has 20000 rows and 21 columns."- Report the column names of the dataset.
colnames(loan_default)## [1] "tot_balance" "avg_bal_cards"
## [3] "credit_age" "credit_age_good_account"
## [5] "credit_card_age" "num_acc_30d_past_due_12_months"
## [7] "num_acc_30d_past_due_6_months" "num_mortgage_currently_past_due"
## [9] "tot_amount_currently_past_due" "num_inq_12_month"
## [11] "num_card_inq_24_month" "num_card_12_month"
## [13] "num_auto_.36_month" "uti_open_card"
## [15] "pct_over_50_uti" "uti_max_credit_line"
## [17] "pct_card_over_50_uti" "ind_XYZ"
## [19] "rep_income" "rep_education"
## [21] "Def_ind"- Which types of data are in the dataset? Numeric, categorical, ordinal?
print("The types of data in the dataset are: numeric and ordinal.")## [1] "The types of data in the dataset are: numeric and ordinal."- Which columns contain missing values and how much (what percent) of those columns are missing?
colnames(loan_default)[colSums(is.na(loan_default)) > 0]## [1] "pct_card_over_50_uti" "rep_income"colMissingValue <- colnames(loan_default)[colSums(is.na(loan_default)) > 0]
percent_missing <- (colSums(is.na(loan_default[, colMissingValue])) / nrow(loan_default)) * 100
percent_missing## pct_card_over_50_uti rep_income
## 9.790 7.795- How do you think we should deal with missing values?
# As far as I observed, there are several ways to fix missing values. First of all, we can remove rows or columns that contain missing values. For this dataset, we should remove rows because the amount of missing data is quiet small. If the amount of missing data is substantial, we should delete all the column.
# Another way to deal with missing values is imputation. In this method, we can replace the missing values by the mean or mode values.
# The third method I can think of is to create a new category to represent missing values.- With this data, would you fit a supervised or unsupervised learning model? Why?
# In my opinion, this seems to be an unsupervised learning model because the variables in this data set are independent variables, which means that that do not have have impacts on each other. - For part 2 and 3 drop all rows of the data that contain missing values. Print the dimensions of the resulting data set that has no missing values.
no_missing_loan <- na.omit(loan_default)
no_missing_loan## tot_balance avg_bal_cards credit_age credit_age_good_account
## 1 102956.11 14819.0574 238 104
## 3 124658.92 15347.9297 277 110
## 4 133968.54 14050.7133 375 224
## 5 143601.80 14858.5153 374 155
## 7 154508.47 19626.3647 249 132
## 8 121591.05 11143.1938 252 139
## 10 144968.72 18370.6170 328 169
## 12 107638.33 12727.5300 344 151
## 13 89475.84 7610.2129 377 164
## 14 111727.30 13123.6753 336 144
## 15 108849.87 14907.1317 306 133
## 16 96643.32 12297.9479 217 100
## 17 93084.81 8737.2294 210 97
## 20 91656.11 10692.6580 387 182
## 21 108397.85 10006.5062 331 149
## 22 101097.48 14224.4898 319 151
## 23 90168.76 12929.4713 322 131
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## 1854 111395.77 11612.3184 258 161
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## 1856 46848.83 8347.1614 312 169
## 1857 91251.52 4432.0746 211 108
## 1858 92748.49 10010.1827 304 164
## 1860 73699.06 6783.7210 340 187
## 1862 90098.32 11063.0562 204 119
## 1863 99567.22 10175.9635 292 180
## 1864 120961.80 14322.3008 276 155
## 1865 97325.45 6157.7663 316 150
## 1866 102085.06 12460.6296 221 111
## 1867 108283.45 8874.0557 293 107
## 1868 116025.43 12127.5684 412 109
## 1869 127213.97 13570.2131 314 146
## 1870 87379.23 8379.4891 399 166
## 1871 101379.31 10467.4364 318 177
## 1875 94618.71 10885.0212 76 52
## 1876 104212.02 11607.6707 308 150
## 1878 132172.46 11991.9534 374 122
## 1879 59502.46 6733.1813 306 134
## 1881 97827.11 10026.6591 274 142
## 1882 100246.05 10147.2768 229 122
## 1883 137759.38 17684.4837 204 81
## 1884 83609.97 9392.0245 389 193
## 1885 92180.23 9761.9452 384 168
## 1886 113169.59 11339.3563 298 125
## 1887 135932.65 13676.8619 102 77
## 1888 117079.38 11016.6333 348 159
## 1889 131938.28 19028.4026 322 167
## 1890 89870.83 10316.0197 164 89
## 1891 91595.39 11575.8372 269 135
## 1892 118012.02 15506.5828 253 96
## 1893 103435.95 12871.9889 191 102
## 1894 99110.54 13654.3075 296 134
## 1895 145198.02 17462.6303 264 163
## 1896 70050.06 10292.3477 420 220
## 1897 120065.81 13274.4934 277 147
## 1898 107112.73 13200.4856 350 151
## 1899 138419.06 13796.3488 313 153
## 1900 75649.47 10980.7798 353 163
## 1901 74443.26 8143.4875 396 207
## 1902 100118.93 9984.6997 329 206
## 1903 140498.21 17737.5186 365 196
## 1905 116982.42 15607.9091 158 51
## 1906 80583.83 9837.3673 330 193
## 1907 95109.00 16756.1021 290 164
## 1908 83081.49 9184.0790 391 200
## 1909 90576.12 9017.1446 280 178
## 1910 128281.05 13177.8314 301 134
## 1911 30917.23 8654.1397 313 188
## 1913 107141.00 10385.4089 227 127
## 1914 121965.74 12088.8126 388 182
## 1916 111693.77 12187.5478 287 154
## 1917 68832.03 6112.6979 283 157
## 1918 110558.35 12996.7873 320 172
## 1919 96976.53 11185.1153 267 161
## 1921 77541.80 5432.8166 259 110
## 1922 123366.15 14233.8426 415 211
## 1923 111180.21 13606.2702 281 127
## 1924 158020.94 18425.1572 353 192
## 1925 117743.83 14359.0563 280 171
## 1926 71539.58 5181.7134 242 154
## 1927 97930.30 11849.6491 400 204
## 1928 97756.24 10861.4266 195 104
## 1929 94254.62 8737.4551 294 168
## 1930 133870.33 17822.7500 333 163
## 1931 105339.17 8633.5776 181 74
## 1932 76720.82 10419.5949 167 114
## 1934 133423.50 15674.6494 156 107
## 1935 125833.44 12355.3876 193 90
## 1936 85303.20 8945.2476 360 172
## 1937 112924.14 11818.3646 355 218
## 1938 130601.87 16518.7614 202 72
## 1939 89583.26 10254.1541 209 107
## 1940 97705.24 14036.6105 199 108
## 1943 126020.35 13930.9313 390 172
## 1944 115523.91 12711.5432 266 116
## 1945 119103.03 12709.9062 228 130
## 1946 86006.53 7558.5890 216 86
## 1947 101578.85 10546.0651 258 151
## 1948 97616.48 11816.1493 239 120
## 1949 140292.59 15478.7656 237 112
## 1950 82138.88 9732.6675 278 122
## 1951 114234.52 16610.8894 332 153
## 1953 80091.54 7571.9050 243 105
## 1954 108230.62 7342.1082 297 168
## 1956 112705.50 11302.8135 195 119
## 1957 97967.50 9900.1781 294 175
## 1958 153222.54 19905.8278 214 87
## 1959 111908.60 16676.6744 189 74
## 1960 121488.34 13856.5811 291 170
## 1961 142781.21 17264.8963 307 169
## 1962 107350.66 10984.5927 286 172
## 1963 137157.08 13800.5018 173 102
## 1964 97934.71 14321.3052 265 98
## 1966 119131.10 13486.4476 216 163
## 1967 83579.58 10884.7323 232 122
## 1969 90228.46 10088.9008 249 148
## 1970 108202.81 12368.0509 249 115
## 1971 110991.56 15697.8866 147 99
## 1972 118664.60 11973.5132 275 91
## 1975 87002.34 9250.8827 149 90
## 1977 101147.94 11268.0504 217 183
## 1978 105751.94 16328.7926 434 246
## 1979 60464.15 9507.7294 312 155
## 1980 118415.26 13351.9033 236 152
## 1982 117077.92 12866.8489 210 90
## 1983 97323.95 15347.8296 184 112
## 1984 104499.81 13077.5477 240 99
## 1985 86403.93 12922.2707 287 146
## 1986 118742.41 16222.5652 155 63
## 1987 117864.67 12772.8360 329 176
## 1988 141801.97 14351.8735 237 152
## 1989 144223.42 11798.1136 384 195
## 1991 123017.50 9166.4197 227 113
## 1992 147535.89 14555.9716 292 153
## 1993 119897.00 11286.6829 184 124
## 1994 116719.65 14753.6291 363 182
## 1995 88974.04 9724.6276 230 91
## 1997 109943.13 10347.7314 263 142
## 1998 85393.30 7693.8498 371 160
## 1999 127861.87 13284.0291 244 149
## 2000 107092.48 11497.6878 251 152
## 2001 133406.29 13055.4114 276 142
## 2002 93237.77 8481.3017 286 133
## 2003 104458.68 17392.9587 179 71
## 2004 110279.85 9847.4039 275 163
## 2005 135375.71 18040.3441 392 214
## 2006 105908.88 14887.1476 341 163
## 2007 116057.87 13234.7917 277 167
## 2008 91734.64 11370.9568 319 169
## 2009 137418.90 15899.0483 235 128
## 2010 100298.78 11323.3495 234 117
## 2011 98675.23 10873.2725 160 89
## 2012 141709.66 15292.4597 289 137
## 2013 85966.51 9344.7796 323 119
## 2014 144189.88 18142.1375 288 137
## 2015 117992.72 13722.6139 223 122
## 2016 114024.94 11372.9731 275 127
## 2017 99614.23 10311.1455 317 147
## 2018 105153.01 11515.9422 294 158
## 2019 130584.83 13036.7564 281 177
## 2020 110843.05 10893.4661 330 187
## 2021 121211.45 16022.6381 238 164
## 2022 56399.65 10983.3509 286 149
## 2023 65992.07 10282.2270 366 171
## 2026 105706.07 11400.3557 272 152
## 2027 118103.03 13235.2999 292 157
## 2028 102516.31 13800.3258 295 161
## 2029 113375.45 10469.6828 318 171
## 2030 113669.76 14086.0674 218 173
## 2031 88996.30 10927.3256 247 100
## 2032 94326.54 8549.5585 251 114
## 2033 73228.12 7822.9716 284 155
## 2034 100525.05 10027.1573 262 131
## 2035 101835.10 8790.8917 343 155
## 2036 99403.18 12684.9387 263 185
## 2040 87218.63 10001.5788 289 124
## 2041 119189.25 15527.5617 269 154
## 2042 76211.91 7255.0817 358 214
## 2043 101289.21 13183.0468 210 159
## 2044 108617.08 15431.0204 270 157
## 2045 64276.34 6001.1737 304 149
## 2046 162481.67 16719.8832 281 161
## 2047 124697.15 12639.3173 340 209
## 2048 76479.58 9549.7863 251 119
## 2049 114959.31 15022.8662 294 156
## 2050 99021.04 7554.1009 206 116
## 2052 126866.41 13701.5799 253 104
## 2053 104089.34 11768.6072 343 139
## 2054 105511.94 14143.2687 280 175
## 2055 118977.92 10784.1679 330 163
## 2056 115224.18 13346.5245 223 139
## 2057 118531.17 10268.6863 188 122
## 2058 123789.63 12201.8738 237 104
## 2059 120691.55 14135.4186 218 111
## 2060 86836.48 9286.7482 236 114
## 2062 149286.62 15736.1272 306 190
## 2063 131721.45 11447.3257 269 157
## 2064 100962.08 15781.3580 124 89
## 2065 89102.89 8399.6330 431 201
## 2066 100758.94 11623.2167 304 176
## 2067 88960.20 11007.0043 141 90
## 2068 84134.56 11682.5628 246 139
## 2069 131155.33 14105.1151 404 178
## 2070 111714.50 13867.3899 314 177
## 2071 111394.28 14717.0738 297 145
## 2072 112298.04 16803.8809 160 68
## 2073 98467.62 12045.7706 278 157
## 2074 107778.27 10544.6333 369 180
## 2075 127384.65 17331.3661 367 196
## 2076 130213.55 13425.2357 255 166
## 2077 77701.80 12141.1987 203 107
## 2079 129081.57 12829.7350 231 145
## 2080 138705.40 15526.6782 201 101
## 2081 90652.39 9222.6684 347 185
## 2082 141093.76 11055.3203 314 176
## 2083 86069.47 14384.2771 290 163
## 2084 124318.69 16263.1017 275 167
## 2085 135230.63 18223.5765 254 192
## 2086 121406.68 15449.9899 275 179
## 2087 136631.61 12912.8810 174 93
## 2088 109531.37 9415.5559 258 187
## 2090 84625.81 14759.8227 211 84
## 2091 123214.63 14335.0065 504 257
## 2092 100235.96 11969.0108 373 144
## 2093 120197.15 14351.8314 298 166
## 2095 90126.15 12625.4392 234 125
## 2096 82474.31 9748.8066 212 139
## 2097 85159.92 11045.2126 206 143
## 2099 104321.05 12609.9551 269 154
## 2100 80792.22 9818.0012 244 110
## 2102 123835.62 12955.0896 312 165
## 2103 97208.45 12017.0059 271 129
## 2105 109722.86 13003.7312 241 144
## 2106 148361.14 15099.7110 141 46
## 2107 130898.26 16793.0510 347 160
## 2108 110236.32 12877.3715 397 216
## 2111 102966.79 9093.2666 228 86
## 2112 114844.74 13896.4332 335 171
## 2113 84985.93 7093.0032 172 72
## 2114 132975.10 15262.5824 387 158
## 2118 75021.30 7276.9687 372 191
## 2119 136587.20 13376.8708 196 107
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## 2123 117001.95 14927.1711 264 154
## 2124 125206.33 13048.8490 295 137
## 2125 102105.11 12150.1392 340 196
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## 2131 113616.46 9193.6973 305 160
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## 2138 136026.14 18508.8056 190 92
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## 2140 98564.38 9176.8908 294 162
## 2141 122910.88 17921.2181 160 75
## 2142 142367.47 17555.1953 213 120
## 2143 121359.51 13097.6511 222 166
## 2144 136490.11 14337.8071 366 189
## 2145 101464.42 12283.8555 293 157
## 2146 95081.48 9251.0260 259 128
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## 2160 112462.74 12748.7923 298 165
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## 5442 121091.28 12245.3992 317 180
## 5443 155628.94 16660.5704 194 103
## 5444 95517.02 12889.3379 472 213
## 5445 74881.77 4885.5509 324 214
## 5446 150371.45 17569.7198 241 136
## 5447 87217.21 11265.4252 292 182
## 5448 72723.55 5968.0921 388 144
## 5449 92438.94 14997.4332 176 64
## 5451 116673.78 14941.5495 223 92
## 5452 105246.48 12251.6097 235 104
## 5453 89324.74 12812.2733 235 123
## 5454 85923.45 12916.1310 369 196
## 5456 125756.12 14945.3825 265 159
## 5457 74959.74 11902.9361 203 152
## 5458 124942.28 15181.5415 318 168
## 5459 78126.44 12042.8252 232 130
## 5460 141066.73 14015.0623 218 116
## 5461 120245.96 10314.1335 357 162
## 5462 107817.87 16345.4267 336 177
## 5463 86353.62 8135.8745 351 166
## 5465 102037.50 9802.9362 322 139
## 5466 134553.99 14218.9460 275 124
## 5467 84680.90 9254.9616 323 142
## 5469 114058.87 12270.9913 112 61
## 5470 83170.33 9600.0040 240 79
## 5471 54760.55 4917.7021 211 92
## 5472 101380.53 15527.3664 342 176
## 5473 88854.37 8901.0522 191 109
## 5475 100779.15 14490.8524 202 47
## 5476 139584.91 14686.8711 437 201
## 5477 108710.43 12249.6251 286 151
## 5478 74065.95 10303.2390 197 147
## 5480 77910.41 9073.8433 224 119
## 5481 101415.18 7641.5590 286 156
## 5482 122982.75 12581.2265 207 82
## 5483 132771.87 15448.2650 307 127
## 5485 82574.31 8305.1009 136 58
## 5487 112557.77 15736.8044 329 167
## 5489 122957.65 15239.1101 358 176
## 5491 117202.42 13367.6180 179 82
## 5492 136962.91 20981.8460 517 279
## 5493 76948.88 12657.7447 248 133
## 5494 115734.77 15065.0487 265 148
## 5495 128056.87 15510.2413 273 160
## 5499 92118.45 10887.4175 399 174
## 5500 80379.66 10227.6909 266 165
## 5501 121330.99 11794.2917 325 168
## 5502 107808.58 9307.1463 234 130
## 5503 77781.49 10574.1807 242 151
## 5505 82156.46 7126.2062 129 44
## 5506 115547.17 12231.7763 275 145
## 5507 108869.12 16477.8352 306 124
## 5508 80298.29 6875.4763 256 136
## 5509 70421.83 6303.7059 215 133
## 5513 127015.05 16566.5564 257 139
## 5514 114854.25 15090.0863 358 185
## 5515 135208.10 12403.9058 249 150
## 5516 121711.21 13406.1638 277 153
## 5517 113657.58 10770.7047 311 188
## 5518 99326.79 12911.0984 259 152
## 5519 141546.57 18022.7774 211 149
## 5520 72296.19 10463.0835 299 140
## 5521 110492.45 13147.5971 388 189
## 5523 106475.42 15028.2050 334 176
## 5529 107153.27 12709.9659 309 150
## 5530 129783.20 18686.0908 246 109
## 5533 130491.69 13812.5350 271 165
## 5534 104216.78 11740.4236 219 136
## 5536 112978.14 12030.5037 241 140
## 5538 78191.81 9228.8174 163 87
## 5539 74675.73 12387.0508 266 123
## 5540 122350.93 13568.5134 199 121
## 5541 90316.45 9777.4156 350 180
## 5542 117418.91 11519.5461 261 112
## 5543 109624.29 14187.2984 298 152
## 5544 97284.62 9960.3447 356 148
## 5545 111041.08 13424.7628 167 123
## 5546 100756.51 9780.0678 409 199
## 5547 90075.74 11354.0977 202 116
## 5548 143236.91 15694.5579 144 57
## 5550 138172.77 15655.9004 398 177
## 5551 86466.18 8712.0337 224 121
## 5552 100310.45 5676.8210 300 197
## 5555 81840.61 8817.2990 263 147
## 5556 136075.15 14527.2580 284 160
## 5557 121948.93 12849.1809 333 160
## 5559 140447.54 14260.1972 276 155
## 5560 105323.24 11078.1087 253 138
## 5561 76161.74 7212.2352 311 160
## 5562 84028.33 9883.8472 259 153
## 5564 75305.30 10058.4463 248 183
## 5565 142194.11 17115.0036 321 153
## 5567 130529.69 14159.2059 301 168
## 5568 115028.73 17719.2750 295 135
## 5569 79936.40 14121.7674 259 122
## 5570 119707.63 14725.7958 212 101
## 5571 95377.92 9214.4807 241 120
## 5572 68516.91 6594.7456 136 88
## 5573 109968.37 10103.8540 298 206
## 5575 122803.91 12473.0836 327 187
## 5577 91590.47 8878.1514 266 127
## 5578 73359.41 7916.9313 332 195
## 5579 84300.83 14979.9463 410 217
## 5580 104936.35 13074.5287 245 124
## 5581 79658.14 9752.2609 305 157
## 5582 50158.44 12044.4913 328 168
## 5583 117610.65 13442.8068 337 152
## 5584 100098.40 11246.3453 171 120
## 5585 83862.70 10150.6537 251 156
## 5586 97710.29 12909.5574 232 117
## 5587 109981.12 8038.5506 349 162
## 5588 117727.66 12222.7550 188 99
## 5589 116219.00 12706.4222 195 112
## 5591 110276.79 12580.2079 222 114
## 5592 120574.41 13933.3821 377 207
## 5593 48468.66 9430.2689 243 137
## 5594 103306.78 14485.8494 188 118
## 5595 92948.56 8080.7331 172 93
## 5596 156784.80 16063.7317 260 176
## 5597 99593.71 13884.2882 195 102
## 5598 74656.96 9606.4981 255 116
## 5599 82932.81 9394.9767 258 103
## 5600 67069.19 5508.5461 349 182
## 5602 126994.22 11844.0276 363 178
## 5603 116130.73 8916.0668 141 92
## 5604 95268.62 9665.4072 164 119
## 5605 107311.23 13617.8295 260 163
## 5607 84804.48 12297.5531 467 179
## 5608 78201.14 10056.6200 258 167
## 5609 127348.72 13824.2161 418 235
## 5611 71078.84 12088.6754 276 150
## 5612 130821.24 13569.6326 213 143
## 5613 99733.56 12611.4160 345 170
## 5614 117828.97 12403.0812 343 157
## 5616 107330.42 16432.7554 316 183
## 5617 109320.66 12153.0071 341 185
## 5618 136367.37 14525.5663 398 192
## 5619 77307.26 6955.4046 314 127
## 5620 94521.89 11185.8772 210 100
## 5622 115398.42 11594.5144 193 145
## 5623 79794.41 9135.3187 304 169
## 5625 81483.50 10418.1951 310 172
## 5626 120930.89 15080.6125 363 178
## 5627 142587.91 12778.0483 286 137
## 5628 104222.39 11730.8487 311 135
## 5629 131871.64 18643.4592 230 128
## 5630 142721.61 16775.2540 255 128
## 5632 118858.87 15839.8369 356 181
## 5633 121919.33 17257.5190 407 182
## 5634 113029.79 13867.8477 247 76
## 5635 133672.67 14400.4887 214 112
## 5636 105847.91 12713.2938 233 121
## 5637 86217.87 9245.3178 251 155
## 5638 123823.74 14788.5142 343 163
## 5639 117749.91 11399.5403 157 114
## 5640 109865.10 9925.9524 442 257
## 5641 123844.77 15103.5012 200 98
## 5642 53833.33 4840.7596 119 64
## 5643 113085.08 16612.6525 332 169
## 5644 85723.79 10683.6516 113 53
## 5645 85254.71 11275.0109 198 147
## 5646 87359.36 13025.5229 182 73
## 5647 65734.47 5897.7307 327 143
## 5648 93981.32 10856.0783 251 143
## 5649 131041.13 19010.3278 240 133
## 5652 140032.48 16851.1349 267 141
## 5653 150399.21 17749.3492 394 168
## 5655 92056.81 11035.5051 256 113
## 5656 48747.47 7455.3979 328 178
## 5657 78823.65 11829.9945 371 143
## 5659 73146.69 8352.1795 246 70
## 5660 66419.88 10046.4909 278 137
## 5661 124169.85 15452.6530 289 165
## 5662 143163.94 14227.3811 228 164
## 5663 123239.27 13080.3144 244 131
## 5664 107226.71 14254.0036 296 126
## 5665 99235.78 12250.0471 380 159
## 5666 94470.15 11559.1793 222 161
## 5667 89660.58 13342.7686 405 173
## 5668 121820.53 14844.6384 187 101
## 5670 122155.60 11648.2838 259 101
## 5671 90281.84 13825.0719 332 186
## 5673 76865.62 8476.1416 383 189
## 5674 115240.13 12257.1069 370 182
## 5675 138901.90 19187.0863 311 202
## 5676 133926.27 18070.8510 261 148
## 5677 95384.50 12415.8588 377 160
## 5678 80531.94 9817.1334 390 197
## 5680 114757.31 13267.7561 179 84
## 5681 124114.41 14053.0867 152 131
## 5682 108203.79 13522.6635 395 222
## 5683 133618.64 12867.5414 348 179
## 5684 156253.57 18774.5792 288 201
## 5685 82937.18 8218.5501 196 98
## 5686 92237.02 15308.5486 349 189
## 5687 115221.25 14545.0584 387 192
## 5690 115335.44 13685.7079 184 118
## 5691 112763.57 16769.4591 160 74
## 5692 161567.96 13086.5097 290 141
## 5693 128394.35 11452.7825 322 168
## 5694 75740.85 8189.0988 114 42
## 5696 136340.98 16613.3086 253 150
## 5698 122621.34 12374.0553 229 184
## 5699 105973.25 9879.4561 341 146
## 5700 93056.00 7243.2164 192 96
## 5702 131789.73 13568.4658 368 195
## 5704 87707.61 9838.0650 366 161
## 5706 99228.19 10730.7764 230 132
## 5707 118959.08 16334.2853 244 150
## 5708 124549.15 10984.2686 230 125
## 5709 101846.26 9798.0135 393 166
## 5710 119007.14 13505.8995 326 198
## 5711 120565.76 11948.3616 300 149
## 5712 79671.90 10416.7122 310 122
## 5713 124559.52 14085.5823 377 180
## 5714 112968.57 12760.0974 182 78
## 5715 113461.61 13853.4109 311 166
## 5716 136435.93 14295.1982 265 130
## 5718 76974.63 12434.1192 159 92
## 5719 131307.64 12305.4273 349 194
## 5720 86504.37 15412.4087 285 147
## 5721 93297.71 8653.3483 395 183
## 5724 91457.83 13264.4874 398 164
## 5726 68905.76 6546.5861 247 149
## 5727 67338.75 9834.5893 224 110
## 5728 164115.17 19042.3163 248 99
## 5729 145099.65 14630.0292 246 102
## 5730 95344.61 9239.3675 328 223
## 5731 160195.85 18725.4573 320 140
## 5733 123764.81 10844.0215 363 177
## 5734 84268.20 12732.6869 354 147
## 5736 130807.58 13919.5807 253 131
## 5737 117708.40 13589.8195 418 225
## 5738 93127.87 9052.4052 385 158
## 5739 86620.83 11391.3219 398 215
## 5741 97584.30 14079.6470 144 65
## 5742 79255.04 9250.4968 343 174
## 5743 121244.11 12828.1735 130 44
## 5744 113815.04 13156.8105 346 202
## 5746 128515.70 11921.1242 286 140
## 5748 89002.25 7438.3871 160 107
## 5749 110382.38 15554.7786 278 107
## 5750 105617.75 15116.0407 282 122
## 5751 103652.32 11860.6158 250 117
## credit_card_age num_acc_30d_past_due_12_months
## 1 264 0
## 3 288 0
## 4 343 0
## 5 278 0
## 7 251 0
## 8 269 0
## 10 328 0
## 12 306 0
## 13 358 0
## 14 342 0
## 15 333 0
## 16 208 0
## 17 277 0
## 20 374 0
## 21 323 0
## 22 265 0
## 23 335 0
## 24 244 0
## 25 410 0
## 26 273 0
## 28 184 0
## 29 287 0
## 30 243 0
## 32 242 0
## 33 290 0
## 34 251 1
## 35 280 0
## 36 279 0
## 38 262 0
## 39 365 1
## 41 227 0
## 42 260 0
## 43 246 0
## 44 224 0
## 45 304 0
## 46 288 0
## 47 271 1
## 48 327 0
## 50 315 0
## 51 461 0
## 53 285 1
## 54 245 0
## 55 351 0
## 56 338 0
## 58 248 0
## 59 240 0
## 60 200 0
## 61 288 2
## 62 365 0
## 64 224 0
## 66 324 0
## 67 247 0
## 68 292 0
## 70 296 0
## 71 212 0
## 73 159 0
## 74 184 0
## 75 199 0
## 76 266 0
## 77 371 0
## 78 258 0
## 79 235 0
## 80 245 0
## 81 270 0
## 82 216 0
## 83 242 0
## 84 348 0
## 85 279 0
## 86 336 0
## 87 284 0
## 90 362 0
## 91 264 0
## 94 179 2
## 95 245 0
## 96 180 0
## 97 358 0
## 98 291 0
## 99 191 0
## 100 391 0
## 101 335 0
## 102 157 1
## 103 282 0
## 104 286 0
## 105 209 0
## 106 381 0
## 107 296 0
## 108 344 0
## 109 284 0
## 110 351 0
## 111 378 1
## 112 254 0
## 113 444 0
## 114 309 0
## 115 333 2
## 116 187 1
## 117 382 0
## 118 262 0
## 119 222 0
## 120 211 0
## 123 293 0
## 124 342 1
## 125 242 0
## 126 251 0
## 127 358 0
## 128 204 0
## 129 186 0
## 130 256 0
## 131 246 0
## 132 319 1
## 133 274 0
## 134 213 0
## 135 305 0
## 136 248 0
## 137 310 0
## 138 182 1
## 139 238 0
## 140 327 0
## 141 285 5
## 142 318 0
## 143 261 0
## 144 361 0
## 145 243 0
## 146 205 0
## 147 206 1
## 148 331 0
## 149 267 0
## 150 241 1
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## 152 259 0
## 153 265 0
## 154 0 0
## 155 342 0
## 156 332 2
## 157 242 0
## 158 364 0
## 160 259 0
## 161 368 0
## 162 195 0
## 163 284 0
## 164 362 0
## 166 365 0
## 167 208 1
## 168 278 0
## 169 266 0
## 171 258 0
## 172 274 0
## 173 352 1
## 174 268 0
## 175 290 0
## 176 303 1
## 177 307 3
## 178 229 0
## 179 230 0
## 180 280 0
## 182 256 0
## 183 279 0
## 185 297 0
## 186 269 0
## 187 207 0
## 188 230 0
## 189 321 0
## 190 254 0
## 191 233 0
## 192 255 0
## 194 303 0
## 195 305 0
## 196 330 0
## 197 207 0
## 198 250 0
## 199 299 0
## 200 380 0
## 204 230 0
## 205 197 0
## 206 216 0
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## 209 264 0
## 211 194 0
## 212 250 0
## 214 380 0
## 215 300 0
## 216 304 0
## 217 260 0
## 218 270 0
## 219 277 0
## 220 336 0
## 221 255 2
## 222 276 0
## 224 338 0
## 225 331 0
## 226 242 0
## 227 240 0
## 228 273 0
## 229 210 0
## 230 268 0
## 231 301 0
## 232 264 0
## 234 194 0
## 235 327 0
## 236 214 0
## 237 333 1
## 239 201 0
## 240 224 2
## 242 228 0
## 243 239 0
## 244 397 0
## 245 277 0
## 246 423 0
## 247 237 0
## 248 241 0
## 249 231 0
## 251 472 0
## 253 272 0
## 254 203 1
## 256 306 0
## 257 315 0
## 259 288 0
## 260 306 0
## 261 333 0
## 262 205 0
## 264 411 0
## 265 324 1
## 266 386 0
## 268 332 0
## 269 266 0
## 270 198 1
## 271 175 0
## 272 277 0
## 273 330 0
## 276 347 0
## 277 254 0
## 278 419 0
## 279 419 0
## 280 138 1
## 281 270 0
## 282 357 0
## 283 195 0
## 284 270 0
## 285 212 0
## 286 272 0
## 287 234 0
## 289 376 0
## 290 230 0
## 291 366 0
## 293 264 0
## 294 160 0
## 295 237 0
## 297 262 0
## 298 239 0
## 299 400 0
## 300 350 0
## 301 295 0
## 302 297 1
## 304 359 0
## 306 339 0
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## 308 248 1
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## 310 270 0
## 311 356 0
## 312 360 0
## 315 269 0
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## 318 351 0
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## 321 375 1
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## 323 293 0
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## 325 280 0
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## 332 419 0
## 333 386 0
## 337 253 0
## 338 270 0
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## 340 247 0
## 341 177 0
## 342 271 1
## 343 233 0
## 344 209 1
## 345 205 0
## 346 328 0
## 347 271 1
## 348 246 0
## 349 331 0
## 350 335 0
## 352 290 0
## 353 328 0
## 354 125 0
## 355 335 0
## 356 142 0
## 357 339 0
## 359 242 0
## 361 236 0
## 362 174 1
## 363 296 0
## 364 349 0
## 365 319 0
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## 367 242 0
## 368 157 0
## 369 314 0
## 370 393 0
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## 374 268 2
## 375 379 2
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## 380 368 0
## 381 185 1
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## 385 242 0
## 387 275 1
## 388 297 1
## 389 396 1
## 390 361 0
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## 393 218 0
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## 410 329 0
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## 417 316 1
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## 496 312 0
## 498 365 0
## 500 232 0
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## 503 299 0
## 506 227 0
## 507 132 0
## 508 228 0
## 509 266 0
## 510 400 0
## 511 250 1
## 515 267 0
## 517 348 0
## 518 289 0
## 519 360 0
## 520 269 2
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## 525 406 0
## 526 305 0
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## 528 342 0
## 529 263 1
## 530 275 0
## 531 315 0
## 532 233 0
## 533 187 0
## 534 322 0
## 536 361 0
## 537 165 0
## 538 368 0
## 539 261 0
## 544 290 0
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## 547 200 2
## 548 295 0
## 550 178 1
## 552 239 0
## 553 355 0
## 554 195 2
## 556 319 0
## 558 320 0
## 559 332 1
## 560 233 0
## 562 307 0
## 563 353 0
## 564 354 1
## 565 270 0
## 566 305 0
## 567 269 1
## 568 228 0
## 571 300 0
## 572 232 0
## 573 276 1
## 574 276 0
## 575 242 0
## 576 422 0
## 577 320 0
## 579 324 0
## 580 290 0
## 581 217 0
## 582 166 0
## 584 307 0
## 585 334 0
## 586 146 2
## 587 298 0
## 589 270 0
## 590 326 0
## 591 281 0
## 592 324 0
## 593 321 0
## 594 344 0
## 595 209 2
## 596 294 0
## 597 306 0
## 599 307 0
## 600 319 0
## 601 216 1
## 603 380 0
## 604 278 1
## 605 421 0
## 607 274 0
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## 610 193 0
## 611 262 0
## 612 296 1
## 613 383 0
## 614 263 0
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## 616 288 0
## 617 237 0
## 618 336 0
## 619 328 0
## 621 309 3
## 622 371 0
## 623 316 0
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## 627 271 1
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## 629 273 1
## 630 336 0
## 631 236 0
## 632 234 0
## 633 236 0
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## 639 198 2
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## 659 222 0
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## 706 209 0
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## 708 253 0
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## 711 180 0
## 712 158 0
## 713 376 0
## 714 225 0
## 715 146 1
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## 717 227 0
## 718 296 0
## 719 258 0
## 720 325 2
## 721 258 0
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## 723 349 0
## 724 299 2
## 725 258 0
## 726 201 0
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## 729 375 0
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## 731 315 0
## 732 368 1
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## 750 271 2
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## 773 345 1
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## 795 285 0
## 796 191 0
## 797 232 0
## 798 386 0
## 799 279 0
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## 5749 0 0
## 5750 0 0
## 5751 0 0
## tot_amount_currently_past_due num_inq_12_month num_card_inq_24_month
## 1 0.000000e+00 0 0
## 3 0.000000e+00 0 0
## 4 0.000000e+00 2 2
## 5 0.000000e+00 0 0
## 7 0.000000e+00 0 0
## 8 0.000000e+00 0 0
## 10 0.000000e+00 0 0
## 12 0.000000e+00 0 0
## 13 0.000000e+00 2 4
## 14 0.000000e+00 0 0
## 15 0.000000e+00 4 7
## 16 0.000000e+00 0 0
## 17 0.000000e+00 0 0
## 20 0.000000e+00 3 3
## 21 0.000000e+00 0 0
## 22 0.000000e+00 0 0
## 23 0.000000e+00 2 4
## 24 0.000000e+00 0 0
## 25 0.000000e+00 0 0
## 26 0.000000e+00 4 7
## 28 0.000000e+00 1 3
## 29 0.000000e+00 0 0
## 30 0.000000e+00 2 3
## 32 0.000000e+00 0 0
## 33 0.000000e+00 0 0
## 34 3.772850e+03 0 0
## 35 0.000000e+00 0 0
## 36 0.000000e+00 0 0
## 38 0.000000e+00 0 0
## 39 0.000000e+00 2 2
## 41 0.000000e+00 0 0
## 42 0.000000e+00 0 0
## 43 0.000000e+00 0 0
## 44 0.000000e+00 2 6
## 45 0.000000e+00 4 7
## 46 0.000000e+00 4 10
## 47 8.479102e+02 0 0
## 48 0.000000e+00 3 3
## 50 0.000000e+00 0 0
## 51 0.000000e+00 0 0
## 53 2.013187e+03 0 0
## 54 0.000000e+00 0 0
## 55 0.000000e+00 2 1
## 56 0.000000e+00 0 0
## 58 0.000000e+00 1 1
## 59 0.000000e+00 0 0
## 60 0.000000e+00 1 2
## 61 2.913792e+03 0 0
## 62 0.000000e+00 1 1
## 64 0.000000e+00 0 1
## 66 0.000000e+00 0 0
## 67 0.000000e+00 0 0
## 68 0.000000e+00 0 0
## 70 0.000000e+00 0 0
## 71 0.000000e+00 0 1
## 73 0.000000e+00 0 0
## 74 0.000000e+00 0 0
## 75 0.000000e+00 0 0
## 76 0.000000e+00 0 0
## 77 0.000000e+00 0 0
## 78 0.000000e+00 0 0
## 79 0.000000e+00 0 0
## 80 0.000000e+00 0 1
## 81 0.000000e+00 0 0
## 82 0.000000e+00 0 0
## 83 0.000000e+00 0 0
## 84 0.000000e+00 0 0
## 85 0.000000e+00 3 6
## 86 0.000000e+00 0 2
## 87 0.000000e+00 0 1
## 90 0.000000e+00 0 0
## 91 0.000000e+00 0 0
## 94 7.300362e+03 2 4
## 95 0.000000e+00 0 0
## 96 0.000000e+00 0 0
## 97 0.000000e+00 1 1
## 98 0.000000e+00 0 0
## 99 0.000000e+00 2 6
## 100 0.000000e+00 1 2
## 101 0.000000e+00 0 0
## 102 0.000000e+00 0 0
## 103 0.000000e+00 0 0
## 104 0.000000e+00 0 0
## 105 0.000000e+00 0 0
## 106 0.000000e+00 2 3
## 107 0.000000e+00 4 5
## 108 0.000000e+00 0 0
## 109 0.000000e+00 0 0
## 110 0.000000e+00 0 0
## 111 5.964275e+03 0 2
## 112 0.000000e+00 0 0
## 113 0.000000e+00 0 1
## 114 0.000000e+00 0 0
## 115 6.549153e+03 0 0
## 116 0.000000e+00 0 2
## 117 0.000000e+00 0 0
## 118 0.000000e+00 0 0
## 119 0.000000e+00 0 0
## 120 0.000000e+00 0 0
## 123 0.000000e+00 3 4
## 124 5.891635e+03 1 0
## 125 0.000000e+00 0 1
## 126 0.000000e+00 0 0
## 127 0.000000e+00 0 0
## 128 0.000000e+00 0 0
## 129 0.000000e+00 0 0
## 130 0.000000e+00 0 0
## 131 0.000000e+00 0 0
## 132 1.619550e+03 0 0
## 133 0.000000e+00 0 0
## 134 0.000000e+00 0 0
## 135 0.000000e+00 0 0
## 136 0.000000e+00 0 0
## 137 0.000000e+00 0 0
## 138 5.019745e+03 1 3
## 139 0.000000e+00 0 0
## 140 0.000000e+00 0 0
## 141 3.500000e+04 0 0
## 142 0.000000e+00 2 3
## 143 0.000000e+00 0 0
## 144 0.000000e+00 0 0
## 145 0.000000e+00 0 0
## 146 0.000000e+00 1 0
## 147 6.482959e+02 1 0
## 148 0.000000e+00 3 3
## 149 0.000000e+00 1 2
## 150 1.441485e+03 2 2
## 151 0.000000e+00 0 0
## 152 0.000000e+00 0 0
## 153 0.000000e+00 0 1
## 154 0.000000e+00 0 0
## 155 0.000000e+00 0 0
## 156 1.283937e+04 0 0
## 157 0.000000e+00 0 0
## 158 0.000000e+00 0 0
## 160 0.000000e+00 3 3
## 161 0.000000e+00 0 0
## 162 0.000000e+00 0 0
## 163 0.000000e+00 0 0
## 164 0.000000e+00 0 0
## 166 0.000000e+00 0 0
## 167 1.663360e+03 1 3
## 168 0.000000e+00 3 4
## 169 0.000000e+00 4 7
## 171 0.000000e+00 1 2
## 172 0.000000e+00 0 0
## 173 2.727052e+01 0 0
## 174 0.000000e+00 3 4
## 175 0.000000e+00 0 0
## 176 1.433558e+03 0 0
## 177 1.407577e+04 1 3
## 178 0.000000e+00 1 2
## 179 0.000000e+00 0 0
## 180 0.000000e+00 0 0
## 182 0.000000e+00 0 0
## 183 0.000000e+00 0 0
## 185 0.000000e+00 0 0
## 186 0.000000e+00 0 0
## 187 0.000000e+00 0 0
## 188 0.000000e+00 0 0
## 189 0.000000e+00 0 0
## 190 0.000000e+00 2 2
## 191 0.000000e+00 0 1
## 192 0.000000e+00 2 4
## 194 0.000000e+00 2 4
## 195 0.000000e+00 0 0
## 196 0.000000e+00 0 0
## 197 0.000000e+00 0 0
## 198 0.000000e+00 0 0
## 199 0.000000e+00 1 4
## 200 0.000000e+00 0 0
## 204 0.000000e+00 0 0
## 205 0.000000e+00 1 1
## 206 0.000000e+00 2 1
## 207 0.000000e+00 0 0
## 208 0.000000e+00 0 0
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## 211 0.000000e+00 1 2
## 212 0.000000e+00 0 0
## 214 0.000000e+00 3 4
## 215 0.000000e+00 1 3
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## 220 0.000000e+00 0 0
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## 222 0.000000e+00 0 1
## 224 0.000000e+00 0 0
## 225 0.000000e+00 0 0
## 226 0.000000e+00 2 4
## 227 0.000000e+00 3 4
## 228 0.000000e+00 6 9
## 229 0.000000e+00 3 6
## 230 0.000000e+00 0 0
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## 240 9.685944e+03 5 9
## 242 0.000000e+00 0 0
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## 245 0.000000e+00 2 3
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## 247 0.000000e+00 0 0
## 248 0.000000e+00 0 0
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## 251 0.000000e+00 0 0
## 253 0.000000e+00 0 0
## 254 0.000000e+00 2 0
## 256 0.000000e+00 0 1
## 257 0.000000e+00 0 0
## 259 0.000000e+00 3 5
## 260 0.000000e+00 0 0
## 261 0.000000e+00 1 3
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## 264 0.000000e+00 0 0
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## 269 0.000000e+00 2 3
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## 273 0.000000e+00 0 0
## 276 0.000000e+00 1 0
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## 279 0.000000e+00 0 0
## 280 0.000000e+00 5 8
## 281 0.000000e+00 4 12
## 282 0.000000e+00 2 5
## 283 0.000000e+00 0 0
## 284 0.000000e+00 0 0
## 285 0.000000e+00 2 6
## 286 0.000000e+00 0 0
## 287 0.000000e+00 0 0
## 289 0.000000e+00 2 3
## 290 0.000000e+00 2 3
## 291 0.000000e+00 0 0
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## 295 0.000000e+00 2 5
## 297 0.000000e+00 0 0
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## 299 0.000000e+00 0 0
## 300 0.000000e+00 0 0
## 301 0.000000e+00 0 0
## 302 1.007563e+03 0 2
## 304 0.000000e+00 0 0
## 306 0.000000e+00 0 0
## 307 0.000000e+00 0 2
## 308 3.180941e+03 0 0
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## 316 0.000000e+00 2 5
## 318 0.000000e+00 0 0
## 319 0.000000e+00 1 1
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## 322 0.000000e+00 0 0
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## 341 0.000000e+00 0 0
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## 343 0.000000e+00 1 0
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## 361 0.000000e+00 0 0
## 362 7.525238e+02 2 6
## 363 0.000000e+00 7 11
## 364 0.000000e+00 0 0
## 365 0.000000e+00 1 2
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## 377 0.000000e+00 1 2
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## 397 0.000000e+00 0 0
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## 404 0.000000e+00 1 3
## 406 0.000000e+00 0 0
## 407 0.000000e+00 0 0
## 409 0.000000e+00 0 0
## 410 0.000000e+00 0 0
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## 5706 0.000000e+00 0 0
## 5707 0.000000e+00 0 1
## 5708 0.000000e+00 0 0
## 5709 0.000000e+00 0 0
## 5710 0.000000e+00 1 0
## 5711 0.000000e+00 0 0
## 5712 0.000000e+00 0 1
## 5713 0.000000e+00 0 0
## 5714 0.000000e+00 1 0
## 5715 0.000000e+00 1 0
## 5716 0.000000e+00 0 0
## 5718 0.000000e+00 5 7
## 5719 0.000000e+00 0 0
## 5720 0.000000e+00 0 0
## 5721 0.000000e+00 0 0
## 5724 0.000000e+00 0 0
## 5726 0.000000e+00 0 0
## 5727 0.000000e+00 0 0
## 5728 0.000000e+00 1 1
## 5729 7.246537e+03 0 0
## 5730 0.000000e+00 0 0
## 5731 0.000000e+00 1 1
## 5733 0.000000e+00 0 0
## 5734 0.000000e+00 0 1
## 5736 0.000000e+00 0 0
## 5737 0.000000e+00 0 0
## 5738 0.000000e+00 0 0
## 5739 0.000000e+00 0 0
## 5741 2.179418e+03 0 0
## 5742 0.000000e+00 3 5
## 5743 0.000000e+00 1 1
## 5744 0.000000e+00 0 0
## 5746 0.000000e+00 0 2
## 5748 0.000000e+00 0 0
## 5749 0.000000e+00 0 0
## 5750 0.000000e+00 0 0
## 5751 0.000000e+00 1 1
## num_card_12_month num_auto_.36_month uti_open_card pct_over_50_uti
## 1 1 0 0.36673698 0.34218340
## 3 0 0 0.35907415 0.33856012
## 4 1 0 0.70037881 0.68358875
## 5 0 0 0.64735096 0.51081203
## 7 0 0 0.36382705 0.51548768
## 8 0 0 0.60334801 0.68567791
## 10 0 0 0.51925941 0.40143420
## 12 0 0 0.34361988 0.35620336
## 13 0 1 0.42125590 0.41012596
## 14 0 0 0.72382772 0.61584649
## 15 1 0 0.55704179 0.57894499
## 16 0 0 0.43279776 0.49916144
## 17 0 0 0.21140446 0.34452096
## 20 1 1 0.40124230 0.43613037
## 21 0 0 0.52637509 0.35163359
## 22 0 0 0.62979634 0.61959787
## 23 0 0 0.49803445 0.49391341
## 24 0 0 0.54556233 0.59399819
## 25 1 1 0.68489733 0.70545458
## 26 0 0 0.49700251 0.30206389
## 28 1 0 0.61872818 0.64303945
## 29 0 0 0.51369904 0.49325513
## 30 0 0 0.47227396 0.54073110
## 32 0 0 0.28976997 0.45684759
## 33 0 0 0.48348038 0.52229294
## 34 0 1 0.44543012 0.51232019
## 35 0 0 0.34471961 0.36211358
## 36 1 0 0.30585763 0.44819980
## 38 0 0 0.52099651 0.40225077
## 39 1 0 0.26663788 0.30296092
## 41 0 0 0.54506313 0.59793237
## 42 1 0 0.41454452 0.34276994
## 43 0 0 0.37771032 0.34660381
## 44 0 0 0.66569123 0.65219285
## 45 0 0 0.34346071 0.48876791
## 46 0 0 0.58095268 0.38602307
## 47 1 0 0.55245407 0.36476391
## 48 1 0 0.58025465 0.56040820
## 50 0 0 0.44343403 0.44623063
## 51 0 0 0.00000000 0.07480558
## 53 0 0 0.28339310 0.24220413
## 54 1 0 0.31366761 0.37360001
## 55 1 0 0.38198999 0.43732943
## 56 1 0 0.42996135 0.49587776
## 58 0 0 0.21217652 0.36015906
## 59 0 0 0.36675107 0.37630917
## 60 0 0 0.67794863 0.67421999
## 61 0 0 0.54961591 0.47935766
## 62 0 0 0.37532224 0.54574275
## 64 1 1 0.38640185 0.34090612
## 66 0 0 0.60201521 0.73256118
## 67 1 0 0.47380306 0.48172275
## 68 0 0 0.29781830 0.29779640
## 70 1 0 0.52322762 0.37467456
## 71 1 0 0.60454846 0.52262359
## 73 0 0 0.57919959 0.62864982
## 74 0 0 0.50554431 0.55124128
## 75 0 0 0.36713214 0.42019465
## 76 0 0 0.46242335 0.50668587
## 77 0 0 0.64576680 0.69775192
## 78 0 0 0.42551869 0.37350316
## 79 1 1 0.37317585 0.36451004
## 80 0 1 0.39740507 0.35527623
## 81 1 0 0.60067510 0.55185029
## 82 1 0 0.62901799 0.50767096
## 83 0 0 0.67085843 0.69255878
## 84 2 0 0.48742132 0.36598849
## 85 0 0 0.40828901 0.42519235
## 86 1 0 0.49000034 0.48949493
## 87 1 0 0.45188569 0.39925902
## 90 0 0 0.58232935 0.47189752
## 91 2 0 0.35613878 0.43378164
## 94 1 1 0.60845163 0.74987132
## 95 0 0 0.32420691 0.45160844
## 96 0 0 0.59655831 0.66085179
## 97 1 1 0.57216763 0.56248705
## 98 1 0 0.50083065 0.49705055
## 99 0 0 0.63005487 0.49581745
## 100 1 0 0.57775855 0.57499544
## 101 2 0 0.40524043 0.46081797
## 102 1 0 0.54745188 0.65638369
## 103 1 1 0.65759986 0.47175234
## 104 0 0 0.42381060 0.53918451
## 105 0 0 0.60193294 0.83142719
## 106 0 0 0.34703360 0.48458559
## 107 1 0 0.57408259 0.53547918
## 108 0 1 0.48876761 0.53383178
## 109 0 0 0.47017549 0.51459993
## 110 0 0 0.48983301 0.56084367
## 111 0 0 0.70562035 0.55854613
## 112 1 0 0.49209336 0.58592281
## 113 0 0 0.48474349 0.41833409
## 114 0 0 0.48888681 0.58468340
## 115 0 0 0.43148325 0.66135658
## 116 0 0 0.41200479 0.45322374
## 117 1 0 0.37424265 0.50052308
## 118 1 0 0.47250916 0.42207862
## 119 1 0 0.48847582 0.45510719
## 120 0 1 0.53807845 0.51791946
## 123 0 0 0.64526406 0.61527677
## 124 0 0 0.46900760 0.49634732
## 125 0 0 0.39727398 0.44975109
## 126 0 0 0.43592134 0.55235654
## 127 0 0 0.45604609 0.57818766
## 128 0 0 0.56004020 0.58321863
## 129 1 0 0.41423610 0.34855436
## 130 0 0 0.42499556 0.41392827
## 131 0 0 0.55941197 0.48975313
## 132 0 0 0.47248358 0.44562409
## 133 0 0 0.62903013 0.55378881
## 134 0 0 0.58115158 0.53464852
## 135 0 0 0.51371071 0.60957645
## 136 0 0 0.48826437 0.52740701
## 137 0 0 0.58779875 0.50006182
## 138 0 0 0.51245913 0.51187464
## 139 0 0 0.40829167 0.41084272
## 140 1 0 0.23224508 0.28488518
## 141 1 0 0.46996434 0.53416680
## 142 0 0 0.64063061 0.67211595
## 143 0 0 0.38204450 0.37964193
## 144 0 0 0.48471642 0.38273297
## 145 1 0 0.55096789 0.56645541
## 146 0 0 0.54120174 0.44912575
## 147 0 0 0.47303527 0.42356888
## 148 0 0 0.52855188 0.55525738
## 149 0 0 0.42818335 0.44057239
## 150 1 1 0.44977027 0.42196984
## 151 0 0 0.40643082 0.33671994
## 152 0 0 0.60964037 0.63451644
## 153 0 0 0.40577005 0.39605566
## 154 0 1 0.44876739 0.43479501
## 155 0 0 0.29601571 0.22700345
## 156 0 0 0.45413426 0.45103129
## 157 0 0 0.35331690 0.34367757
## 158 1 0 0.45409638 0.55365330
## 160 1 0 0.46621597 0.55114438
## 161 0 0 0.35977857 0.22815333
## 162 0 0 0.35716696 0.46333813
## 163 0 0 0.63127959 0.57609742
## 164 0 0 0.43583122 0.47391938
## 166 1 0 0.37388182 0.36283990
## 167 0 0 0.59108636 0.58957061
## 168 1 1 0.54212546 0.59245571
## 169 0 0 0.56859969 0.45484720
## 171 0 0 0.52979323 0.42565936
## 172 1 0 0.54559358 0.60369721
## 173 1 0 0.49768841 0.48661742
## 174 0 0 0.35931300 0.39998398
## 175 0 1 0.44023052 0.36857987
## 176 1 0 0.73647129 0.66981062
## 177 0 0 0.50261355 0.65334799
## 178 0 1 0.77621965 0.73283968
## 179 0 0 0.71825579 0.69595150
## 180 0 1 0.49822324 0.58473156
## 182 1 0 0.57174935 0.49070020
## 183 0 0 0.35262375 0.31813836
## 185 0 0 0.28881967 0.41404715
## 186 1 0 0.43843001 0.38129870
## 187 0 0 0.37298303 0.45912697
## 188 1 0 0.62772967 0.55782977
## 189 0 0 0.34784090 0.39761638
## 190 1 0 0.22961535 0.33066069
## 191 1 1 0.63268124 0.60810014
## 192 0 0 0.52464753 0.47479891
## 194 0 0 0.38041615 0.33946663
## 195 0 1 0.56871364 0.53595969
## 196 1 0 0.52995391 0.54003811
## 197 0 0 0.48495942 0.48835342
## 198 0 0 0.32426900 0.35977363
## 199 0 1 0.46868439 0.53805746
## 200 0 0 0.70533605 0.57951934
## 204 2 0 0.36823664 0.41201413
## 205 0 0 0.29517682 0.34594706
## 206 0 0 0.53188584 0.58240116
## 207 0 0 0.60617518 0.67450998
## 208 0 0 0.28061048 0.30365075
## 209 1 0 0.22041214 0.35347902
## 211 0 1 0.47776788 0.35106596
## 212 1 1 0.52528584 0.50608308
## 214 0 0 0.39417273 0.46569034
## 215 0 0 0.58405181 0.53893621
## 216 0 0 0.51768623 0.45702536
## 217 0 0 0.61505912 0.63382309
## 218 1 0 0.39699127 0.41201293
## 219 0 0 0.56882563 0.50133071
## 220 0 0 0.45994531 0.31122048
## 221 1 0 0.45084569 0.32483114
## 222 0 1 0.45575699 0.37926405
## 224 1 0 0.66613650 0.54030550
## 225 0 0 0.29527893 0.24741166
## 226 0 0 0.43733717 0.50181718
## 227 0 0 0.38820481 0.40201401
## 228 0 0 0.41352416 0.33035418
## 229 0 0 0.76996712 0.67110653
## 230 0 0 0.35793391 0.45259019
## 231 0 0 0.65971863 0.54134120
## 232 1 0 0.59156272 0.62694418
## 234 0 0 0.57680160 0.64669041
## 235 0 0 0.43849403 0.51893863
## 236 0 0 0.45007090 0.61130469
## 237 0 0 0.52076031 0.50939864
## 239 0 0 0.46470932 0.57857857
## 240 0 0 0.57016221 0.48851911
## 242 0 1 0.36985371 0.54101762
## 243 1 0 0.75449979 0.64097676
## 244 0 0 0.59417082 0.61954112
## 245 0 0 0.21546879 0.35183737
## 246 0 0 0.40854235 0.33123174
## 247 0 0 0.31433295 0.16797123
## 248 0 0 0.55433750 0.50157019
## 249 1 0 0.67854989 0.48223326
## 251 1 0 0.53753248 0.38957577
## 253 1 0 0.27534957 0.22933889
## 254 1 0 0.37424582 0.29250730
## 256 0 0 0.45256357 0.43350779
## 257 0 0 0.34713944 0.32711412
## 259 1 0 0.68964457 0.68420235
## 260 0 0 0.57783590 0.55311279
## 261 1 0 0.62829381 0.52733607
## 262 0 0 0.53348533 0.55904851
## 264 0 0 0.27382120 0.26876773
## 265 0 0 0.63114366 0.58259733
## 266 0 1 0.51070122 0.53721337
## 268 0 0 0.58373295 0.54027330
## 269 1 0 0.56895359 0.60348304
## 270 1 0 0.29934862 0.33339084
## 271 1 0 0.42483663 0.39007155
## 272 0 0 0.54390892 0.68131837
## 273 0 0 0.38565948 0.52798965
## 276 1 0 0.53447798 0.64923655
## 277 0 0 0.32056620 0.51963043
## 278 0 0 0.47580610 0.42343154
## 279 0 0 0.56281165 0.59017591
## 280 1 0 0.44870213 0.61775874
## 281 0 0 0.31145491 0.33419235
## 282 0 0 0.79689604 0.71240799
## 283 1 0 0.53088412 0.63562110
## 284 0 0 0.50081254 0.41970821
## 285 0 0 0.43204389 0.48817214
## 286 0 0 0.17379021 0.31239367
## 287 0 0 0.36842469 0.40572484
## 289 0 0 0.33803834 0.31527669
## 290 0 0 0.50365893 0.36583197
## 291 0 0 0.50160752 0.53015203
## 293 0 1 0.36125148 0.56176572
## 294 0 1 0.47272042 0.54591875
## 295 0 0 0.45920858 0.57456739
## 297 0 0 0.27439311 0.53344045
## 298 0 0 0.49125694 0.52250341
## 299 0 0 0.15817075 0.22103482
## 300 0 0 0.34046890 0.40879629
## 301 0 0 0.35631839 0.35124425
## 302 1 1 0.41078762 0.48679051
## 304 0 0 0.44076211 0.38780245
## 306 1 0 0.62399798 0.60140838
## 307 0 0 0.39136757 0.38683502
## 308 0 1 0.66750910 0.67380636
## 309 0 0 0.55367398 0.54913533
## 310 1 0 0.48159636 0.50457040
## 311 1 0 0.34373758 0.35684335
## 312 0 0 0.23454586 0.28779121
## 315 1 0 0.41474110 0.40601063
## 316 0 0 0.66873998 0.54698050
## 318 0 0 0.37724421 0.37965519
## 319 0 0 0.63321260 0.52173226
## 321 1 0 0.65594206 0.71199495
## 322 1 0 0.49146537 0.54874265
## 323 1 1 0.26921477 0.20201976
## 324 0 0 0.28563580 0.26312728
## 325 0 0 0.39247303 0.47644919
## 326 0 0 0.40703850 0.39832560
## 327 0 1 0.49726822 0.62953532
## 328 1 0 0.52648492 0.57847643
## 329 0 0 0.19992463 0.22740176
## 330 0 0 0.69365788 0.59857638
## 331 0 0 0.54952013 0.55081178
## 332 0 0 0.41619174 0.29225460
## 333 0 0 0.45893988 0.45823800
## 337 0 1 0.63120254 0.50477726
## 338 0 0 0.41034438 0.43508001
## 339 0 0 0.59205877 0.44383132
## 340 0 0 0.58906291 0.57487178
## 341 0 0 0.48818877 0.45939358
## 342 1 0 0.60175760 0.51187335
## 343 0 0 0.25949034 0.39365465
## 344 0 0 0.57847953 0.62076998
## 345 0 0 0.44500284 0.27193195
## 346 0 0 0.48844674 0.53873549
## 347 0 0 0.51319032 0.39092638
## 348 0 0 0.38061076 0.41063362
## 349 1 0 0.40642107 0.51945625
## 350 1 0 0.67645800 0.62272229
## 352 1 0 0.59691633 0.57949268
## 353 1 0 0.57811065 0.34794476
## 354 1 0 0.56019067 0.43823124
## 355 0 0 0.58087599 0.64872426
## 356 0 0 0.60138220 0.59331340
## 357 0 0 0.58091292 0.60543623
## 359 0 0 0.62601299 0.59025081
## 361 0 0 0.56220273 0.74214118
## 362 1 0 0.54593324 0.55181570
## 363 0 0 0.53000154 0.58945098
## 364 0 0 0.44452248 0.30058925
## 365 0 1 0.52552693 0.47651157
## 366 0 0 0.37694834 0.45356998
## 367 0 0 0.73314128 0.58966675
## 368 0 0 0.38937407 0.25157107
## 369 0 0 0.73189354 0.58214840
## 370 0 0 0.49562062 0.47453076
## 372 0 0 0.37990699 0.26453274
## 373 0 0 0.45508458 0.62892142
## 374 1 0 0.52075934 0.51652683
## 375 0 0 0.51895689 0.40237154
## 377 0 0 0.27020719 0.36713866
## 378 1 0 0.33535722 0.50508400
## 379 0 0 0.53028740 0.37536617
## 380 0 0 0.61317550 0.53676192
## 381 1 0 0.55768349 0.51229470
## 382 0 1 0.47951847 0.41552480
## 383 0 0 0.51676300 0.59132560
## 384 1 0 0.68693417 0.66413074
## 385 0 1 0.72453404 0.46251126
## 387 1 0 0.42054466 0.49236586
## 388 0 1 0.80700193 0.68248159
## 389 2 0 0.47442406 0.57303898
## 390 1 1 0.31829138 0.35313520
## 391 0 0 0.46397842 0.59130454
## 392 0 1 0.39880636 0.47938408
## 393 0 0 0.63755555 0.62859593
## 394 0 0 0.65061080 0.67414328
## 396 0 0 0.43315804 0.27406641
## 397 0 0 0.52459785 0.44408387
## 398 0 0 0.40900802 0.52239763
## 399 1 0 0.39003343 0.38429369
## 401 0 0 0.43730764 0.44632806
## 402 1 0 0.50468993 0.50714562
## 403 0 0 0.50600811 0.37382183
## 404 0 0 0.38427403 0.37783640
## 406 0 1 0.50190436 0.41165829
## 407 1 1 0.41516238 0.43265176
## 409 0 0 0.52865682 0.48198977
## 410 0 1 0.35333383 0.34709404
## 412 0 0 0.52839535 0.43433937
## 413 1 0 0.67814519 0.49963735
## 414 0 0 0.66865474 0.73272972
## 415 0 0 0.33178155 0.28576674
## 417 0 0 0.55038133 0.49579140
## 418 0 0 0.59995428 0.56242307
## 422 0 0 0.38224986 0.36759958
## 423 0 1 0.66868122 0.63115412
## 424 0 0 0.36722930 0.27700831
## 425 0 0 0.56616101 0.54592573
## 428 0 0 0.68866649 0.60812089
## 429 0 1 0.33185292 0.33162927
## 430 1 0 0.57864091 0.52833215
## 431 0 1 0.44901921 0.59816154
## 432 0 0 0.49660383 0.49692406
## 433 0 0 0.46425896 0.43416776
## 434 0 0 0.59703591 0.59833908
## 435 0 0 0.40099759 0.40217169
## 436 0 0 0.71504699 0.59384249
## 437 0 0 0.46260940 0.35500689
## 438 0 0 0.29030021 0.44112387
## 439 0 0 0.73092342 0.62682945
## 440 0 0 0.36894026 0.44302921
## 441 1 0 0.53623417 0.60989730
## 442 0 0 0.71191674 0.56920379
## 443 1 0 0.35298285 0.28939652
## 444 0 1 0.50933842 0.52587631
## 445 1 0 0.62883477 0.51895517
## 446 1 0 0.44998018 0.39707394
## 447 0 0 0.40983153 0.24891423
## 448 1 0 0.83962456 0.59226167
## 449 0 0 0.47431242 0.40747049
## 450 0 0 0.58466665 0.64215575
## 451 0 0 0.63781655 0.59169955
## 452 2 1 0.48119602 0.37206273
## 453 1 0 0.67367001 0.59974160
## 454 0 0 0.50331470 0.43539900
## 455 0 0 0.31376233 0.46304706
## 456 0 0 0.50046845 0.51648323
## 458 1 0 0.49174061 0.35836165
## 459 0 0 0.29446438 0.21581429
## 460 0 1 0.55467294 0.68634824
## 462 0 0 0.49240949 0.61222133
## 463 0 0 0.60319938 0.57203899
## 464 1 1 0.56994419 0.59185747
## 465 0 0 0.59035656 0.68693032
## 466 0 0 0.65216257 0.54523021
## 467 0 0 0.31593889 0.39582234
## 468 0 0 0.57771749 0.56418118
## 471 1 0 0.66532984 0.59006006
## 472 1 1 0.67102332 0.62073197
## 473 0 0 0.41016507 0.56517968
## 474 0 1 0.52814746 0.58158592
## 475 0 0 0.43871092 0.56472383
## 476 0 0 0.15823866 0.15584589
## 477 0 0 0.58545566 0.49681995
## 478 0 1 0.43680378 0.34711983
## 479 0 0 0.56401061 0.45555778
## 480 0 0 0.47797485 0.43508231
## 481 0 0 0.74278641 0.49224558
## 482 1 0 0.58603519 0.49210258
## 483 1 0 0.38795156 0.30348406
## 484 1 0 0.48185938 0.60754652
## 485 0 0 0.35987001 0.34328531
## 486 0 0 0.47196623 0.51081648
## 487 0 0 0.54260041 0.59746948
## 488 1 0 0.52856697 0.52088194
## 490 0 0 0.52356597 0.58704678
## 491 1 0 0.26683583 0.30431607
## 492 0 0 0.78209945 0.74205013
## 493 0 0 0.42722671 0.55340655
## 494 1 0 0.47541731 0.43537401
## 495 0 0 0.66167741 0.58117308
## 496 1 0 0.59426231 0.75990619
## 498 0 0 0.49326482 0.43461051
## 500 0 0 0.68537077 0.76574282
## 501 0 0 0.68571638 0.58036529
## 502 0 0 0.44079756 0.41346271
## 503 1 0 0.44265940 0.42674593
## 506 0 0 0.46730168 0.51053937
## 507 0 1 0.83839750 0.72423420
## 508 1 1 0.80320253 0.61306653
## 509 0 0 0.35968184 0.31384773
## 510 1 0 0.55211829 0.59708025
## 511 0 0 0.48657637 0.59120053
## 515 0 0 0.52438768 0.51595424
## 517 1 0 0.32109378 0.37851958
## 518 0 0 0.53425408 0.54915501
## 519 0 0 0.47105928 0.47022082
## 520 0 0 0.62400557 0.59089445
## 523 1 0 0.39397330 0.36501636
## 525 0 0 0.43017644 0.37238148
## 526 1 0 0.56973821 0.54652150
## 527 0 0 0.21667212 0.34002087
## 528 0 0 0.51394707 0.61579637
## 529 1 0 0.63219524 0.69523985
## 530 0 0 0.53147641 0.52471019
## 531 0 0 0.47181133 0.41671195
## 532 0 0 0.61675075 0.61169994
## 533 0 1 0.49976676 0.39961033
## 534 0 0 0.52528585 0.51612053
## 536 1 0 0.47925899 0.42529480
## 537 0 0 0.68678779 0.51805219
## 538 1 0 0.57538143 0.56078029
## 539 0 0 0.19821071 0.37489529
## 544 0 0 0.36222708 0.34132102
## 545 0 0 0.40566017 0.52627066
## 546 0 0 0.42593093 0.14958199
## 547 0 1 0.61331058 0.47338882
## 548 1 0 0.30366196 0.39838085
## 550 0 0 0.54575171 0.68756123
## 552 1 0 0.58863559 0.58340320
## 553 0 0 0.57282555 0.52447485
## 554 2 1 0.86507167 0.67468847
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## 1665 0 1 0.25591321 0.25604041
## 1666 0 0 0.47714997 0.42830923
## 1667 0 0 0.47257182 0.58072933
## 1668 0 0 0.40886604 0.52209720
## 1669 1 0 0.54762806 0.49433899
## 1672 0 1 0.37843310 0.30142286
## 1673 2 0 0.39481208 0.48330786
## 1674 0 0 0.35038663 0.41933218
## 1675 0 1 0.53936563 0.45090377
## 1677 1 1 0.39426183 0.25083911
## 1678 1 1 0.66410498 0.52896994
## 1679 1 0 0.48511387 0.38038335
## 1680 0 1 0.49644582 0.57381359
## 1681 0 0 0.52241805 0.55855100
## 1683 0 1 0.42744321 0.47704398
## 1684 0 0 0.45223604 0.48868146
## 1685 1 0 0.44419572 0.54776472
## 1686 0 1 0.61274246 0.61741949
## 1687 1 0 0.44058282 0.40186412
## 1688 0 1 0.36124210 0.47368602
## 1689 0 0 0.67615907 0.59360516
## 1690 0 0 0.41638893 0.32810888
## 1691 0 0 0.69962324 0.59158316
## 1692 1 0 0.36349219 0.37913506
## 1693 0 0 0.54399848 0.43027616
## 1694 0 0 0.43532113 0.45138964
## 1695 1 0 0.60268114 0.56580074
## 1696 1 0 0.39627840 0.47820979
## 1697 0 0 0.65301229 0.52401966
## 1698 0 0 0.51536748 0.53579218
## 1699 0 0 0.41778620 0.47725389
## 1700 0 0 0.69446288 0.56385239
## 1701 1 1 0.25714222 0.26429766
## 1702 0 0 0.56701563 0.51381976
## 1704 0 0 0.36717524 0.50164307
## 1705 0 0 0.32501377 0.56486316
## 1706 0 0 0.42234526 0.41151404
## 1707 1 0 0.67329107 0.57484161
## 1708 0 0 0.87245101 0.64279352
## 1710 0 0 0.42350153 0.39576085
## 1711 0 0 0.55140784 0.50788676
## 1712 1 1 0.28219595 0.25355053
## 1713 0 0 0.65794849 0.68250331
## 1714 0 0 0.46760418 0.60435066
## 1715 1 0 0.56291964 0.53666576
## 1716 0 0 0.46008937 0.39531281
## 1717 0 0 0.46522928 0.41456640
## 1718 1 0 0.66776050 0.75131218
## 1720 1 0 0.66374198 0.62506549
## 1721 0 0 0.28628708 0.22429362
## 1722 1 0 0.47449616 0.53225023
## 1723 0 0 0.71229132 0.71396761
## 1724 1 0 0.65242371 0.62298460
## 1726 0 0 0.46809916 0.46306048
## 1727 0 0 0.59375850 0.62909723
## 1728 0 0 0.50957091 0.43200072
## 1729 2 1 0.50027062 0.40081700
## 1730 0 0 0.54558493 0.40684050
## 1731 0 0 0.75119182 0.53436407
## 1733 1 0 0.41224859 0.35383559
## 1734 0 1 0.29331445 0.45645832
## 1736 0 0 0.48339781 0.39937614
## 1737 0 0 0.72011643 0.54439426
## 1738 1 0 0.25014760 0.37836359
## 1740 1 0 0.46634469 0.45174223
## 1742 0 0 0.52175246 0.37903000
## 1743 0 0 0.63961510 0.48415099
## 1745 1 0 0.62203282 0.60775951
## 1746 0 1 0.12597222 0.25796331
## 1747 0 0 0.43802305 0.49163601
## 1748 0 1 0.20342998 0.29640760
## 1749 0 0 0.60887806 0.59441514
## 1750 0 0 0.64982712 0.51480954
## 1751 0 0 0.52433264 0.59150501
## 1752 0 1 0.50393117 0.35390349
## 1753 0 0 0.41427078 0.32019065
## 1754 0 0 0.52559047 0.54864490
## 1758 0 1 0.34386410 0.46968516
## 1759 0 0 0.32775520 0.36994583
## 1760 0 0 0.51635364 0.48769482
## 1761 0 0 0.53645240 0.63862435
## 1762 0 0 0.35397607 0.27569040
## 1763 0 0 0.33608345 0.41361685
## 1764 1 1 0.51613126 0.44818992
## 1766 0 0 0.45918426 0.44382236
## 1767 0 0 0.62486307 0.59358334
## 1769 0 0 0.33418980 0.45448491
## 1770 0 0 0.63723544 0.51657805
## 1771 1 0 0.50024962 0.57157792
## 1772 0 0 0.43297570 0.35054550
## 1774 0 1 0.69733532 0.66147864
## 1775 0 0 0.53510380 0.46264940
## 1776 0 0 0.48219439 0.64825214
## 1777 0 1 0.56130084 0.54499848
## 1779 0 0 0.50770357 0.46199924
## 1780 0 0 0.31038164 0.47185153
## 1781 0 0 0.29846784 0.32003567
## 1782 1 0 0.36078890 0.29446240
## 1783 0 0 0.51601317 0.54070771
## 1784 0 0 0.62022914 0.55289108
## 1785 1 0 0.42286454 0.41280024
## 1786 1 1 0.24122681 0.33061342
## 1787 1 0 0.35617048 0.52328510
## 1788 0 1 0.50060711 0.52025998
## 1789 1 0 0.35893484 0.37345673
## 1790 0 0 0.57897442 0.43000339
## 1791 0 1 0.16981669 0.30796226
## 1793 0 0 0.52622908 0.44830381
## 1794 2 0 0.60953450 0.55843514
## 1795 1 1 0.81077490 0.92035378
## 1796 0 0 0.37528714 0.37546288
## 1797 0 0 0.49965120 0.49166670
## 1798 1 1 0.34246457 0.46347595
## 1799 0 0 0.26762585 0.28814668
## 1800 0 0 0.42415938 0.34172878
## 1801 0 0 0.51461628 0.57769195
## 1802 0 0 0.66114095 0.54799439
## 1803 1 0 0.51762676 0.45351821
## 1805 0 0 0.54019615 0.39326166
## 1806 1 0 0.39036740 0.32111876
## 1807 1 1 0.41181532 0.22595937
## 1808 0 0 0.55118269 0.36121863
## 1809 0 0 0.33568823 0.44352706
## 1810 0 0 0.62805950 0.41591587
## 1811 0 0 0.67551626 0.54258711
## 1812 2 1 0.51297309 0.57345094
## 1814 0 0 0.49842217 0.64473935
## 1815 0 0 0.69902797 0.64795728
## 1816 0 1 0.43539076 0.42370714
## 1817 0 0 0.52201870 0.47185757
## 1818 0 1 0.54057818 0.34339537
## 1820 0 1 0.75302738 0.35421174
## 1822 1 0 0.44828562 0.53430919
## 1823 0 0 0.39484072 0.44891784
## 1824 1 0 0.60119553 0.44895434
## 1825 0 0 0.52482363 0.56067470
## 1826 1 0 0.28736978 0.44166095
## 1827 1 0 0.42028000 0.42653214
## 1828 0 1 0.43406141 0.36781805
## 1829 0 0 0.65614386 0.68962394
## 1830 0 0 0.44433539 0.43533172
## 1831 0 1 0.34567655 0.45955105
## 1832 0 0 0.32791542 0.40895511
## 1835 0 0 0.41073545 0.33035655
## 1836 0 0 0.81408469 0.73812140
## 1837 0 0 0.58356011 0.44016677
## 1839 1 0 0.17444142 0.34144559
## 1840 0 0 0.70106031 0.73657699
## 1841 0 0 0.44840653 0.36311521
## 1842 0 0 0.75224607 0.67090977
## 1843 0 0 0.83256069 0.80658853
## 1844 0 0 0.60385842 0.47459694
## 1845 0 0 0.45007090 0.58450135
## 1846 1 1 0.42401607 0.44277959
## 1847 0 0 0.45985509 0.42655823
## 1851 1 0 0.48402158 0.48252295
## 1852 0 0 0.37726373 0.38300749
## 1853 0 0 0.40289452 0.32633282
## 1854 0 1 0.70285627 0.57331084
## 1855 0 0 0.38443989 0.40894012
## 1856 0 0 0.51408439 0.48810143
## 1857 1 0 0.56696809 0.44018534
## 1858 1 0 0.64723146 0.51396279
## 1860 0 0 0.29867243 0.39904715
## 1862 0 0 0.77497114 0.71017720
## 1863 0 0 0.77823711 0.83605480
## 1864 1 0 0.50730454 0.49036130
## 1865 0 0 0.42121352 0.42826126
## 1866 1 0 0.72409282 0.70368261
## 1867 0 0 0.55410687 0.58977276
## 1868 0 0 0.51913105 0.43372018
## 1869 0 0 0.34875944 0.42745164
## 1870 0 0 0.27236986 0.30724525
## 1871 0 0 0.41509567 0.33609517
## 1875 0 1 0.53243242 0.50089744
## 1876 1 0 0.35195378 0.27038207
## 1878 0 0 0.69191568 0.81181039
## 1879 0 0 0.46581635 0.57958019
## 1881 0 0 0.61309058 0.54881273
## 1882 0 0 0.74952866 0.54147871
## 1883 1 0 0.33731315 0.34201900
## 1884 0 0 0.41894240 0.49732806
## 1885 0 0 0.46585484 0.33844034
## 1886 1 1 0.35100803 0.28959658
## 1887 1 0 0.38344280 0.42923923
## 1888 0 0 0.29183811 0.25834489
## 1889 1 0 0.53467525 0.48930890
## 1890 0 0 0.21257705 0.30723208
## 1891 0 0 0.51967662 0.54478811
## 1892 0 0 0.44372489 0.40594159
## 1893 1 0 0.73120781 0.53434755
## 1894 0 0 0.35633960 0.41978477
## 1895 0 0 0.38105759 0.39924822
## 1896 0 0 0.33832440 0.41465669
## 1897 0 0 0.41944878 0.40873084
## 1898 1 0 0.64006732 0.54016857
## 1899 0 0 0.68577360 0.65726547
## 1900 0 0 0.53459867 0.48399740
## 1901 0 0 0.44332926 0.25082141
## 1902 1 0 0.57342651 0.63326409
## 1903 0 0 0.36157247 0.44310243
## 1905 0 1 0.76568083 0.78814809
## 1906 0 0 0.37261234 0.39770576
## 1907 0 1 0.59287134 0.53718014
## 1908 0 0 0.47199959 0.47086397
## 1909 0 0 0.41417153 0.55249168
## 1910 1 0 0.51108319 0.60385941
## 1911 1 0 0.41142303 0.37415806
## 1913 1 0 0.45153455 0.48490061
## 1914 0 0 0.44315829 0.42413421
## 1916 0 0 0.51881100 0.60085605
## 1917 0 0 0.42053818 0.33746633
## 1918 0 0 0.50380111 0.49812136
## 1919 0 0 0.55991155 0.64851647
## 1921 0 0 0.25120928 0.41221394
## 1922 0 0 0.58071007 0.51667501
## 1923 0 0 0.64247927 0.57265139
## 1924 0 0 0.41499849 0.65975964
## 1925 0 0 0.72982570 0.68360417
## 1926 0 0 0.53180714 0.39360798
## 1927 0 0 0.42045746 0.56448388
## 1928 0 0 0.45569564 0.45842852
## 1929 0 1 0.70434060 0.66884113
## 1930 1 0 0.40135987 0.36344774
## 1931 0 1 0.60175216 0.51337325
## 1932 1 1 0.52945792 0.60791244
## 1934 2 1 0.44730062 0.43865077
## 1935 0 0 0.52181596 0.48107994
## 1936 0 0 0.77946143 0.65828074
## 1937 0 1 0.42479891 0.48428421
## 1938 0 0 0.21498940 0.45505995
## 1939 1 0 0.62329329 0.51554373
## 1940 0 0 0.23452161 0.28841126
## 1943 0 1 0.62888626 0.42773221
## 1944 0 1 0.15831062 0.30503916
## 1945 0 0 0.58580422 0.36122312
## 1946 0 0 0.41414670 0.44979430
## 1947 0 0 0.38621187 0.30460447
## 1948 0 0 0.51659591 0.37526857
## 1949 0 0 0.44067011 0.52393717
## 1950 0 0 0.46067786 0.43092236
## 1951 0 0 0.45324875 0.51244110
## 1953 0 0 0.72059954 0.54104158
## 1954 0 1 0.63599710 0.71566632
## 1956 0 0 0.36218021 0.33075530
## 1957 0 1 0.45190879 0.49956222
## 1958 0 0 0.41905781 0.51514764
## 1959 0 0 0.49657004 0.45337690
## 1960 0 1 0.65342202 0.62366375
## 1961 1 0 0.50737175 0.60498184
## 1962 1 0 0.39632680 0.48591667
## 1963 1 0 0.53128305 0.44498832
## 1964 1 0 0.38153504 0.45052865
## 1966 0 0 0.56521501 0.37974517
## 1967 0 0 0.61686458 0.46283685
## 1969 0 0 0.56946855 0.59010197
## 1970 0 0 0.32795328 0.40369496
## 1971 0 0 0.57732080 0.49042785
## 1972 1 1 0.47658200 0.42649128
## 1975 0 0 0.33150695 0.25050906
## 1977 0 0 0.52563834 0.50285449
## 1978 0 0 0.37114279 0.34780047
## 1979 0 0 0.50133799 0.64062120
## 1980 0 0 0.53848374 0.49272331
## 1982 0 0 0.42990876 0.44277169
## 1983 0 0 0.34274792 0.31600458
## 1984 0 0 0.34259496 0.45750830
## 1985 1 1 0.65046678 0.68933559
## 1986 0 1 0.47449072 0.41900806
## 1987 0 0 0.50001943 0.54328866
## 1988 1 0 0.38839198 0.51943462
## 1989 0 0 0.60526711 0.40266590
## 1991 0 0 0.44687828 0.48083472
## 1992 0 0 0.56627968 0.49954941
## 1993 1 0 0.70725790 0.60826613
## 1994 0 1 0.49323543 0.41239505
## 1995 0 0 0.53152295 0.43305531
## 1997 0 0 0.47969581 0.32316539
## 1998 0 0 0.59891487 0.55183141
## 1999 1 0 0.53646191 0.50619074
## 2000 0 1 0.51229987 0.38643718
## 2001 0 0 0.39480979 0.34700184
## 2002 0 0 0.32651357 0.28993438
## 2003 1 1 0.52108436 0.36189114
## 2004 0 0 0.41653214 0.43306459
## 2005 2 0 0.54113164 0.48101543
## 2006 0 0 0.43244480 0.47499230
## 2007 1 0 0.22488900 0.21976999
## 2008 0 0 0.66578165 0.54154043
## 2009 0 0 0.09851732 0.23227418
## 2010 0 1 0.43631546 0.52903838
## 2011 0 0 0.46386669 0.40218790
## 2012 0 0 0.37157948 0.37041508
## 2013 0 0 0.53032979 0.56988260
## 2014 0 0 0.62294766 0.57263730
## 2015 0 0 0.53824356 0.44820586
## 2016 0 0 0.45847076 0.56965637
## 2017 0 0 0.63377815 0.58836836
## 2018 0 0 0.80795406 0.77453362
## 2019 0 0 0.30423190 0.25350415
## 2020 1 0 0.44705512 0.35370944
## 2021 1 0 0.59107083 0.50855466
## 2022 1 0 0.22016296 0.29910584
## 2023 0 0 0.58984370 0.53308236
## 2026 0 0 0.53761830 0.49984402
## 2027 1 0 0.47896626 0.45724994
## 2028 0 0 0.49006779 0.30983162
## 2029 1 0 0.54748688 0.59533599
## 2030 0 0 0.10209760 0.08512448
## 2031 0 0 0.82826160 0.85396261
## 2032 0 0 0.55017773 0.58914823
## 2033 0 0 0.32337519 0.43573357
## 2034 0 1 0.59872619 0.66318415
## 2035 0 0 0.40000567 0.28083234
## 2036 0 0 0.35172443 0.50169516
## 2040 0 0 0.61876945 0.74277906
## 2041 1 0 0.16426860 0.25017447
## 2042 0 0 0.49591014 0.37253220
## 2043 0 0 0.44358123 0.28683933
## 2044 1 1 0.62443484 0.58002776
## 2045 0 0 0.73411671 0.59409503
## 2046 0 0 0.28900078 0.15257820
## 2047 0 1 0.54675402 0.55325710
## 2048 1 0 0.62437138 0.67727701
## 2049 0 0 0.60984953 0.73343184
## 2050 0 0 0.42672829 0.39950751
## 2052 0 0 0.44389863 0.40287861
## 2053 0 0 0.31899090 0.32226214
## 2054 0 0 0.49588036 0.47990223
## 2055 0 0 0.55984577 0.59084202
## 2056 0 0 0.40245511 0.44983646
## 2057 0 0 0.34054421 0.33495075
## 2058 1 0 0.47047260 0.48259013
## 2059 0 0 0.53867786 0.40411089
## 2060 0 0 0.54814422 0.56094814
## 2062 0 0 0.64843711 0.59223946
## 2063 0 0 0.47418594 0.44663972
## 2064 0 0 0.17166055 0.15838436
## 2065 0 0 0.44074327 0.31361980
## 2066 0 0 0.56549244 0.48224604
## 2067 0 0 0.55075365 0.61655056
## 2068 0 0 0.66882148 0.75309687
## 2069 0 0 0.67433342 0.70483937
## 2070 0 0 0.39564371 0.34526691
## 2071 0 0 0.60492092 0.51549888
## 2072 0 0 0.46537629 0.43597851
## 2073 0 1 0.58500235 0.75346943
## 2074 0 0 0.44820290 0.40127878
## 2075 1 0 0.52962823 0.47590540
## 2076 0 0 0.34142427 0.47352203
## 2077 0 0 0.67818963 0.57411003
## 2079 0 0 0.56988665 0.52286698
## 2080 0 0 0.41817036 0.42035590
## 2081 0 0 0.64718596 0.55968010
## 2082 1 0 0.37074862 0.38598106
## 2083 0 0 0.55432183 0.64728330
## 2084 0 0 0.35350827 0.25399228
## 2085 1 0 0.37897900 0.64671374
## 2086 0 0 0.50218284 0.46056920
## 2087 1 0 0.46277683 0.52648547
## 2088 1 0 0.62533711 0.70748120
## 2090 1 1 0.53204659 0.42994382
## 2091 0 1 0.58694858 0.44186914
## 2092 0 0 0.37645409 0.40288624
## 2093 0 0 0.62026868 0.51142386
## 2095 0 0 0.66325221 0.63177087
## 2096 1 1 0.33092347 0.31561869
## 2097 0 0 0.45840141 0.56407095
## 2099 0 0 0.54941641 0.46621476
## 2100 0 0 0.53618637 0.40057526
## 2102 0 0 0.45959095 0.41412669
## 2103 0 0 0.29129673 0.43320893
## 2105 0 0 0.51813837 0.49805561
## 2106 1 0 0.31403672 0.41513771
## 2107 0 0 0.53873574 0.48266414
## 2108 0 0 0.63907513 0.68886725
## 2111 0 0 0.44749301 0.34280626
## 2112 0 0 0.62283508 0.53803821
## 2113 0 0 0.55683489 0.63862098
## 2114 1 1 0.33888338 0.36759388
## 2118 0 0 0.58967292 0.54940592
## 2119 0 0 0.57179006 0.56657531
## 2120 0 0 0.44797542 0.59488024
## 2121 0 1 0.52540652 0.41250777
## 2122 0 0 0.72743323 0.64190401
## 2123 0 0 0.26297458 0.31271900
## 2124 0 0 0.45588950 0.51934443
## 2125 0 0 0.22656223 0.21911955
## 2126 0 0 0.44256799 0.38881336
## 2127 0 1 0.46691664 0.30284932
## 2128 0 0 0.37205265 0.57685528
## 2129 1 0 0.30981846 0.38667624
## 2130 0 0 0.60209778 0.34532856
## 2131 0 0 0.55676052 0.53445359
## 2132 0 1 0.54620564 0.51386540
## 2133 0 0 0.36320537 0.40996194
## 2135 1 0 0.49339833 0.60272528
## 2136 0 0 0.69326334 0.58247322
## 2138 0 0 0.44132351 0.42078168
## 2139 0 0 0.57085941 0.55313433
## 2140 1 1 0.41454145 0.38658843
## 2141 1 0 0.46358824 0.29040704
## 2142 0 0 0.52835745 0.59282896
## 2143 0 1 0.52972545 0.52626068
## 2144 0 0 0.34399520 0.34358345
## 2145 0 0 0.31998884 0.40373463
## 2146 0 0 0.53299116 0.78927104
## 2147 0 1 0.44168209 0.49333603
## 2148 0 0 0.30547932 0.33676132
## 2149 0 0 0.50222950 0.41223337
## 2150 1 0 0.32196099 0.25589439
## 2151 1 0 0.65988464 0.49949508
## 2152 1 1 0.45896654 0.46156366
## 2153 0 0 0.43592944 0.33116539
## 2155 0 1 0.51696539 0.38193670
## 2156 1 0 0.52551380 0.45088079
## 2157 0 0 0.23437554 0.40353371
## 2158 0 0 0.42013609 0.49057530
## 2159 0 0 0.45014902 0.43976939
## 2160 1 0 0.36833020 0.23480133
## 2161 1 1 0.48728398 0.39875141
## 2162 1 1 0.66972124 0.60589562
## 2163 1 0 0.26399969 0.43512527
## 2165 1 0 0.56661683 0.53270429
## 2166 0 0 0.62693909 0.58748842
## 2169 1 0 0.57253963 0.50132807
## 2171 0 0 0.52449939 0.53431767
## 2172 1 0 0.73037462 0.63411025
## 2174 0 0 0.56191465 0.57968473
## 2175 1 0 0.59118031 0.27447116
## 2177 0 0 0.61799531 0.60234820
## 2178 0 0 0.55757694 0.48529819
## 2179 0 0 0.43413094 0.38486171
## 2180 1 0 0.67538741 0.59398447
## 2181 0 0 0.36638825 0.45276315
## 2184 0 0 0.52826786 0.52909267
## 2185 0 0 0.29367491 0.21820858
## 2186 1 0 0.40624246 0.44161880
## 2187 0 0 0.57229553 0.54119196
## 2188 1 1 0.39562671 0.37167570
## 2189 1 0 0.51602649 0.43418311
## 2190 0 0 0.41343264 0.35594370
## 2192 0 0 0.34068694 0.28706904
## 2193 0 0 0.85253268 0.75327723
## 2194 1 0 0.40317927 0.59868419
## 2195 0 0 0.53998430 0.68017913
## 2196 1 0 0.38579993 0.25602675
## 2197 1 0 0.83721535 0.74754789
## 2198 1 1 0.46723533 0.46712764
## 2199 2 1 0.30133465 0.38266853
## 2200 1 0 0.38833996 0.32707999
## 2201 0 0 0.66083526 0.59434688
## 2204 1 1 0.51686871 0.62606674
## 2205 0 1 0.53530350 0.43333572
## 2206 0 0 0.49127424 0.31977222
## 2207 0 1 0.36850970 0.25946633
## 2208 0 0 0.64579457 0.57960401
## 2209 0 0 0.43634239 0.56190380
## 2210 0 0 0.62155060 0.59714919
## 2211 0 0 0.44200627 0.43489957
## 2212 0 1 0.46042091 0.49341038
## 2213 0 0 0.42599712 0.54180144
## 2214 0 1 0.58719944 0.42027389
## 2215 0 0 0.59989865 0.47148284
## 2216 0 0 0.60489253 0.49009107
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## 5530 0 0 0.44424379 0.48960590
## 5533 0 0 0.57280929 0.53652063
## 5534 0 1 0.16656442 0.29760549
## 5536 0 0 0.48428160 0.37186753
## 5538 1 0 0.73410997 0.53897513
## 5539 0 0 0.61041682 0.54979704
## 5540 0 1 0.45865985 0.46668821
## 5541 0 0 0.48049599 0.50763031
## 5542 0 0 0.40389743 0.50574059
## 5543 1 0 0.38064267 0.34917493
## 5544 0 0 0.57537492 0.58023217
## 5545 0 0 0.58345893 0.52503486
## 5546 0 0 0.46431023 0.40826485
## 5547 0 0 0.73855635 0.54189000
## 5548 0 0 0.45470294 0.44474462
## 5550 0 0 0.53083962 0.54642836
## 5551 1 1 0.62847517 0.53325117
## 5552 0 0 0.66273936 0.56976570
## 5555 1 0 0.60303694 0.50843817
## 5556 1 0 0.34080588 0.47188763
## 5557 1 1 0.64797757 0.70270879
## 5559 1 0 0.36938264 0.44598490
## 5560 0 0 0.54149488 0.44714243
## 5561 0 0 0.48841092 0.40349104
## 5562 0 1 0.68179623 0.66483540
## 5564 0 0 0.45792717 0.47645978
## 5565 0 0 0.62967066 0.60243899
## 5567 0 2 0.30279777 0.41865292
## 5568 0 0 0.53533779 0.40131827
## 5569 0 0 0.42667428 0.34239564
## 5570 0 0 0.63480240 0.59975083
## 5571 0 0 0.42963954 0.50845647
## 5572 1 0 0.66428273 0.68245454
## 5573 1 0 0.57979030 0.56391294
## 5575 0 0 0.42067605 0.46881595
## 5577 0 0 0.33070321 0.24450574
## 5578 0 0 0.12441605 0.27572494
## 5579 0 0 0.44648950 0.46083256
## 5580 1 0 0.65710230 0.66076855
## 5581 0 0 0.52765659 0.43354834
## 5582 1 0 0.37943680 0.39001420
## 5583 0 0 0.50140195 0.54282330
## 5584 0 0 0.57727289 0.47956542
## 5585 0 0 0.53221929 0.45896417
## 5586 0 0 0.34596796 0.27545998
## 5587 0 0 0.49407854 0.45242273
## 5588 0 0 0.27007469 0.32466119
## 5589 0 0 0.46063649 0.52431537
## 5591 1 1 0.68655907 0.68963796
## 5592 0 0 0.30339952 0.33920741
## 5593 1 0 0.53463632 0.59971643
## 5594 0 0 0.65257618 0.68207747
## 5595 0 0 0.37759907 0.40761034
## 5596 0 1 0.61345644 0.50229099
## 5597 0 0 0.40110861 0.47364360
## 5598 0 0 0.58561056 0.59202825
## 5599 0 0 0.67475042 0.52576220
## 5600 1 1 0.44115576 0.42693858
## 5602 1 1 0.30304406 0.38203562
## 5603 0 0 0.50104407 0.47648568
## 5604 0 0 0.61030269 0.57192292
## 5605 0 0 0.60933551 0.59655757
## 5607 0 0 0.40165988 0.54642928
## 5608 0 0 0.41145709 0.45265304
## 5609 0 0 0.40445808 0.32926363
## 5611 0 0 0.31260299 0.43272355
## 5612 1 0 0.42853892 0.33828628
## 5613 0 0 0.35239808 0.53694543
## 5614 0 0 0.46127202 0.39020246
## 5616 1 1 0.26033158 0.21788299
## 5617 0 0 0.44768745 0.38537059
## 5618 0 0 0.44550519 0.47401148
## 5619 0 0 0.50275613 0.38131184
## 5620 0 0 0.48727019 0.50148806
## 5622 1 0 0.53813178 0.46529489
## 5623 0 0 0.51053311 0.43711527
## 5625 0 0 0.46467285 0.32525304
## 5626 0 1 0.42022824 0.56606243
## 5627 1 0 0.43784584 0.48163197
## 5628 1 1 0.39091679 0.45265458
## 5629 0 0 0.45753024 0.49657786
## 5630 1 1 0.33647735 0.41239587
## 5632 0 1 0.67804201 0.55910049
## 5633 0 0 0.40240309 0.36766404
## 5634 0 0 0.44609032 0.40488725
## 5635 1 0 0.35553345 0.31110570
## 5636 0 0 0.38412353 0.41590611
## 5637 0 0 0.57810837 0.52494979
## 5638 0 0 0.42436503 0.40197455
## 5639 0 0 0.48388185 0.46444502
## 5640 1 0 0.55167475 0.51383016
## 5641 1 0 0.36307771 0.29663646
## 5642 0 0 0.64047012 0.55279626
## 5643 0 0 0.24709818 0.33205094
## 5644 0 0 0.36921156 0.35310282
## 5645 0 0 0.45659037 0.54552474
## 5646 0 0 0.34174723 0.26688717
## 5647 0 0 0.52641302 0.42102653
## 5648 0 0 0.69576957 0.51431890
## 5649 0 0 0.54472627 0.47166023
## 5652 0 0 0.44639870 0.63772434
## 5653 0 1 0.36658765 0.40428340
## 5655 0 0 0.51925016 0.33289127
## 5656 0 1 0.41618902 0.50231472
## 5657 0 0 0.46079717 0.47569885
## 5659 0 0 0.45466398 0.43600354
## 5660 0 0 0.51894693 0.50154082
## 5661 1 0 0.36685085 0.40948928
## 5662 0 0 0.39021861 0.40784452
## 5663 0 0 0.35302838 0.35576887
## 5664 0 1 0.39428517 0.66982600
## 5665 0 0 0.67980026 0.63759355
## 5666 0 0 0.59175100 0.50760616
## 5667 1 1 0.48304790 0.29938754
## 5668 0 0 0.40062943 0.46775325
## 5670 1 0 0.26840150 0.22576258
## 5671 0 0 0.26779992 0.39983807
## 5673 0 0 0.61501269 0.41922724
## 5674 1 1 0.27835545 0.32878064
## 5675 0 1 0.57081097 0.51238362
## 5676 0 0 0.80387949 0.76109260
## 5677 0 1 0.55832861 0.47033383
## 5678 0 0 0.27868163 0.30262663
## 5680 0 0 0.36193519 0.45598016
## 5681 0 0 0.44793132 0.55137147
## 5682 1 0 0.43189730 0.45981979
## 5683 0 0 0.51903626 0.44600425
## 5684 0 1 0.37258058 0.27873894
## 5685 0 0 0.43962376 0.52311033
## 5686 0 1 0.32238387 0.32183899
## 5687 0 0 0.53952784 0.48724749
## 5690 0 0 0.49506868 0.49747783
## 5691 0 1 0.71460036 0.69130192
## 5692 0 1 0.50559405 0.53707348
## 5693 0 0 0.56947903 0.58687421
## 5694 0 0 0.59402859 0.46209032
## 5696 0 0 0.30306209 0.36566688
## 5698 0 0 0.52979867 0.61346745
## 5699 0 0 0.45099490 0.57111473
## 5700 0 0 0.49779512 0.40145674
## 5702 0 0 0.30467945 0.33705528
## 5704 0 0 0.45949681 0.43020207
## 5706 0 0 0.51666113 0.47382580
## 5707 0 1 0.40506020 0.38899866
## 5708 0 0 0.35853831 0.30149369
## 5709 0 0 0.49797714 0.50631394
## 5710 0 0 0.22147422 0.37674718
## 5711 1 0 0.38619181 0.44764875
## 5712 0 1 0.59273219 0.62901608
## 5713 0 0 0.54160781 0.50396331
## 5714 0 0 0.32762848 0.37419523
## 5715 0 0 0.64427511 0.75992791
## 5716 0 0 0.63246539 0.44305989
## 5718 0 0 0.81952871 0.85268329
## 5719 1 0 0.48240920 0.39588332
## 5720 0 0 0.52962310 0.56296095
## 5721 0 0 0.60170165 0.63334586
## 5724 0 0 0.72863076 0.58473430
## 5726 0 0 0.56379536 0.53676901
## 5727 0 0 0.65941352 0.52197272
## 5728 0 0 0.67095695 0.44290060
## 5729 2 1 0.33666535 0.37756403
## 5730 1 0 0.52705237 0.49586796
## 5731 1 0 0.51260397 0.50505026
## 5733 0 1 0.43996266 0.52491648
## 5734 0 0 0.51242452 0.49069498
## 5736 0 0 0.50631844 0.51553774
## 5737 0 1 0.42803178 0.45247697
## 5738 0 0 0.59129493 0.54765909
## 5739 0 0 0.37670380 0.47938478
## 5741 0 1 0.56373629 0.51081871
## 5742 0 0 0.55365299 0.48653170
## 5743 1 0 0.43346340 0.43233051
## 5744 0 0 0.67145867 0.62387476
## 5746 0 0 0.43460501 0.59269059
## 5748 0 0 0.45659258 0.52590245
## 5749 0 0 0.30885672 0.25731630
## 5750 0 0 0.43554200 0.38237264
## 5751 0 0 0.44916613 0.46640846
## uti_max_credit_line pct_card_over_50_uti ind_XYZ rep_income rep_education
## 1 0.513933626 0.55086602 0 118266.32 college
## 3 0.341627001 0.45141749 0 201365.12 college
## 4 0.542940421 0.60784262 0 191794.49 college
## 5 0.632934063 0.57367993 0 161465.37 graduate
## 7 0.377023569 0.44494570 0 138870.58 graduate
## 8 0.518623855 0.65099646 1 172338.97 college
## 10 0.532155579 0.59361660 1 171661.31 high_school
## 12 0.427834055 0.36431413 1 145790.96 high_school
## 13 0.516643957 0.46245035 0 159936.15 college
## 14 0.622971629 0.72197744 1 134346.14 high_school
## 15 0.584027442 0.61347894 1 167084.55 college
## 16 0.365042165 0.50687358 0 194538.89 high_school
## 17 0.320281315 0.35649953 0 175779.54 high_school
## 20 0.355047950 0.48411236 1 182351.52 college
## 21 0.680003055 0.60349023 0 179766.18 college
## 22 0.581146056 0.71502035 1 140347.53 college
## 23 0.444251980 0.50734276 0 265075.47 college
## 24 0.444265560 0.60219992 0 169168.62 graduate
## 25 0.453465958 0.71680243 0 116235.68 graduate
## 26 0.287341190 0.49615076 0 148191.29 graduate
## 28 0.593239005 0.68604985 1 223373.95 college
## 29 0.490493013 0.57784040 0 274251.46 college
## 30 0.340285475 0.51844652 0 177472.43 college
## 32 0.302966082 0.26128547 0 195613.63 high_school
## 33 0.332061170 0.38645027 0 153631.23 college
## 34 0.419220876 0.30954477 1 178830.86 graduate
## 35 0.380113272 0.36667858 0 188098.22 graduate
## 36 0.403901743 0.41806347 1 153296.79 college
## 38 0.345911747 0.58593904 1 146946.23 college
## 39 0.043305058 0.35832680 1 146099.78 high_school
## 41 0.539248766 0.60398539 0 184944.24 college
## 42 0.465291404 0.54559607 0 160827.10 college
## 43 0.319136880 0.45354724 1 172736.20 high_school
## 44 0.546741930 0.68950079 0 120703.34 graduate
## 45 0.260059575 0.55232772 0 171491.35 high_school
## 46 0.423725700 0.61948132 0 190812.62 college
## 47 0.504501540 0.58753215 0 190828.00 high_school
## 48 0.407762226 0.81418417 1 84630.92 college
## 50 0.453868851 0.45127163 0 157493.26 college
## 51 0.256106727 0.00000000 1 178029.43 college
## 53 0.368347202 0.30382793 0 195773.62 college
## 54 0.353822919 0.43556001 0 161602.22 college
## 55 0.576167493 0.40948197 0 176786.98 high_school
## 56 0.435216792 0.58429588 0 141360.50 high_school
## 58 0.182392953 0.34419359 0 103512.72 college
## 59 0.304191336 0.46935053 0 168328.19 college
## 60 0.572487912 0.71956594 0 154240.06 high_school
## 61 0.614732841 0.74749400 0 148026.22 college
## 62 0.466142631 0.37042028 0 129263.44 graduate
## 64 0.421748624 0.52304130 0 163593.93 college
## 66 0.549326990 0.70364683 0 198291.00 graduate
## 67 0.480139204 0.54690414 0 160461.05 high_school
## 68 0.268102563 0.44909525 0 221018.18 college
## 70 0.364967759 0.63543900 0 120385.93 high_school
## 71 0.603705175 0.63938128 1 125846.26 high_school
## 73 0.551812387 0.65190319 0 158159.22 college
## 74 0.360077991 0.63848770 0 186327.57 high_school
## 75 0.413957023 0.44744961 1 156709.60 high_school
## 76 0.335270690 0.69462764 0 239260.15 college
## 77 0.539176577 0.52843559 0 135672.46 high_school
## 78 0.486892700 0.44902729 1 179011.56 college
## 79 0.402385262 0.47722197 1 153419.28 high_school
## 80 0.369187647 0.43625421 0 148571.08 high_school
## 81 0.480631149 0.61205406 0 119129.70 high_school
## 82 0.597414416 0.53718955 0 192056.23 high_school
## 83 0.504973438 0.70770653 0 177019.42 high_school
## 84 0.493189501 0.53802714 1 212244.57 graduate
## 85 0.409492942 0.45186019 0 246986.32 high_school
## 86 0.539136640 0.44420023 1 185105.24 college
## 87 0.363254259 0.48557228 0 174943.28 high_school
## 90 0.596072514 0.66941589 1 164331.33 college
## 91 0.446696404 0.29119569 1 165772.19 college
## 94 0.541375535 0.63772080 0 143778.04 college
## 95 0.318176468 0.37176916 0 142926.10 college
## 96 0.554606026 0.58593915 1 190912.70 college
## 97 0.454065949 0.58372007 0 124982.16 high_school
## 98 0.486374520 0.50485895 0 145990.33 college
## 99 0.716122828 0.64145752 0 212013.98 college
## 100 0.401560451 0.63737333 0 129473.81 high_school
## 101 0.340635652 0.34660600 0 203115.54 college
## 102 0.396535108 0.65742262 1 123042.46 college
## 103 0.600110645 0.76855254 1 195153.04 college
## 104 0.272006290 0.55313299 0 180459.85 college
## 105 0.576290309 0.55697168 0 197915.83 high_school
## 106 0.377012774 0.32516793 0 207056.63 high_school
## 107 0.623549989 0.69625527 1 153469.73 high_school
## 108 0.433267251 0.49463570 0 126825.55 college
## 109 0.414237098 0.56710019 0 199866.78 college
## 110 0.571236085 0.48181755 0 200028.17 college
## 111 0.663479689 0.73540140 0 200548.50 college
## 112 0.444734607 0.58370418 0 180296.06 high_school
## 113 0.429757675 0.46970932 0 98425.70 college
## 114 0.483082243 0.56326593 0 149423.16 high_school
## 115 0.612044194 0.57782900 0 159013.36 college
## 116 0.504893117 0.52736139 0 115410.46 college
## 117 0.446481904 0.44346692 1 168698.12 high_school
## 118 0.283025002 0.64425381 0 133843.77 graduate
## 119 0.373124756 0.59791523 0 116444.49 college
## 120 0.491119561 0.53986649 0 155303.97 high_school
## 123 0.762346452 0.83774134 0 154723.76 college
## 124 0.370395036 0.50184085 1 139649.42 graduate
## 125 0.402059411 0.44930515 0 186341.12 college
## 126 0.571105549 0.39206365 0 191976.45 college
## 127 0.455764597 0.48765421 0 156787.94 college
## 128 0.583679953 0.59692754 0 214474.19 college
## 129 0.520702402 0.42153614 1 192393.73 college
## 130 0.532515814 0.42832712 0 117456.63 college
## 131 0.504177999 0.48232416 0 217524.86 college
## 132 0.565764284 0.67102258 0 159753.18 college
## 133 0.592356219 0.58961983 1 200020.06 college
## 134 0.357523374 0.47747824 1 180250.02 college
## 135 0.599479821 0.62670569 0 120132.56 college
## 136 0.409032839 0.46372166 0 190179.42 college
## 137 0.603845672 0.48322719 0 132148.09 college
## 138 0.506091817 0.49200892 0 157049.88 high_school
## 139 0.384134567 0.53538653 0 176620.30 graduate
## 140 0.176935042 0.47365481 0 174985.27 college
## 141 0.329698637 0.65880899 0 162082.27 college
## 142 0.641045586 0.76483983 0 193664.80 college
## 143 0.431190168 0.45325820 0 160107.57 high_school
## 144 0.404476312 0.46986138 0 184951.95 high_school
## 145 0.686074942 0.52912761 0 234895.46 high_school
## 146 0.489987467 0.53016731 0 152458.71 college
## 147 0.228009537 0.55238252 0 170496.33 college
## 148 0.466343978 0.61946237 0 127017.61 graduate
## 149 0.323676275 0.58486043 1 126242.36 college
## 150 0.478950580 0.52149425 0 145689.42 college
## 151 0.287943061 0.45515650 0 115401.64 college
## 152 0.462412027 0.63426790 1 174725.97 college
## 153 0.333061196 0.55740381 1 143096.13 college
## 154 0.440577449 0.56919596 0 144707.18 college
## 155 0.309217284 0.24955122 0 169290.35 college
## 156 0.499591329 0.45850411 0 125758.94 college
## 157 0.261299331 0.48882311 0 140402.50 high_school
## 158 0.418648881 0.55769867 0 209284.26 high_school
## 160 0.495169135 0.50511013 1 160863.73 college
## 161 0.217098411 0.47368730 0 148280.06 college
## 162 0.390943780 0.36248588 0 122975.20 college
## 163 0.648532918 0.77979104 0 241189.14 other
## 164 0.449647013 0.54647014 0 151427.68 high_school
## 166 0.320151941 0.55293813 1 142181.04 high_school
## 167 0.475777207 0.59820800 0 185785.90 graduate
## 168 0.389219674 0.60224783 1 170151.54 college
## 169 0.539010138 0.62880770 0 144906.56 high_school
## 171 0.409232173 0.59525603 0 202837.75 high_school
## 172 0.640818988 0.58807426 0 184537.50 high_school
## 173 0.507172509 0.48104495 0 187911.60 high_school
## 174 0.476433528 0.42283793 0 152934.53 high_school
## 175 0.329645938 0.53956519 0 196449.43 college
## 176 0.610187293 0.69389892 0 190687.66 college
## 177 0.590314706 0.51067251 0 151905.64 high_school
## 178 0.598920397 0.80120962 0 199540.59 graduate
## 179 0.691030641 0.74339378 0 225135.55 college
## 180 0.475646197 0.55604566 0 131994.81 college
## 182 0.550964409 0.62984101 1 195587.03 high_school
## 183 0.199128465 0.50450983 0 225517.33 college
## 185 0.260727203 0.40817427 0 234228.54 high_school
## 186 0.516339776 0.42847317 1 173492.43 college
## 187 0.436351656 0.47275192 0 195737.23 college
## 188 0.670693292 0.69703240 0 207662.36 high_school
## 189 0.361492995 0.44479462 1 170200.92 college
## 190 0.157599523 0.32717057 0 154247.31 high_school
## 191 0.507541797 0.64066395 0 188251.26 high_school
## 192 0.582547801 0.48939794 0 230917.43 college
## 194 0.297458979 0.48728549 0 78209.68 college
## 195 0.421802145 0.58181619 0 246905.93 college
## 196 0.607467260 0.55999584 0 195061.03 college
## 197 0.590505019 0.66359568 0 137272.90 high_school
## 198 0.338269324 0.34657686 0 143115.41 college
## 199 0.414063036 0.54424285 0 158151.53 high_school
## 200 0.666315189 0.79825035 0 183081.76 graduate
## 204 0.489439065 0.49615681 1 166784.69 high_school
## 205 0.399959194 0.42314505 1 199202.74 college
## 206 0.396693417 0.65935036 0 169737.52 graduate
## 207 0.492127164 0.79759070 0 127300.50 high_school
## 208 0.336833346 0.39091500 0 260085.50 graduate
## 209 0.278479312 0.34294263 0 132399.29 college
## 211 0.391832749 0.49697806 0 197699.35 high_school
## 212 0.450233948 0.60082738 0 180378.40 college
## 214 0.379967377 0.46303743 0 186306.23 graduate
## 215 0.532012109 0.53295077 0 128078.62 college
## 216 0.479567213 0.48876938 1 178036.41 college
## 217 0.557761015 0.70984714 0 190629.33 college
## 218 0.391017782 0.36477689 0 223230.88 college
## 219 0.503459019 0.65876347 0 202184.50 college
## 220 0.463104394 0.55811086 0 257633.51 college
## 221 0.495219434 0.67876296 0 193410.86 college
## 222 0.392864691 0.61437583 0 149058.53 high_school
## 224 0.692697204 0.71898268 0 177786.31 graduate
## 225 0.288550906 0.46788994 0 177169.23 college
## 226 0.482195541 0.42486213 0 181460.52 college
## 227 0.386561819 0.39310865 0 190101.84 college
## 228 0.479890278 0.44024101 0 145796.47 college
## 229 0.809065822 0.66730967 0 67697.27 college
## 230 0.440496289 0.40825773 0 174535.19 college
## 231 0.707786987 0.62161841 0 156650.61 college
## 232 0.615272240 0.60092275 0 135530.71 high_school
## 234 0.429286219 0.71108171 0 149895.66 college
## 235 0.413961607 0.46035592 0 169410.04 college
## 236 0.419579175 0.57268377 0 158599.76 graduate
## 237 0.427888894 0.54146644 0 201746.47 high_school
## 239 0.636500652 0.49251304 0 214613.68 high_school
## 240 0.545047664 0.62487780 0 133595.27 high_school
## 242 0.287546259 0.42399382 0 174438.82 high_school
## 243 0.729907421 0.70114514 0 126877.82 college
## 244 0.683582589 0.63570407 0 215332.04 college
## 245 0.258015618 0.44746530 0 142620.27 high_school
## 246 0.443229882 0.43001528 0 121706.51 college
## 247 0.437910043 0.26770311 0 182414.61 college
## 248 0.522226340 0.46362212 0 104449.87 high_school
## 249 0.724852566 0.74841404 0 190598.47 high_school
## 251 0.562711478 0.50493499 1 137511.74 college
## 253 0.314464861 0.36565746 1 177330.29 graduate
## 254 0.466373717 0.47512210 0 169904.05 college
## 256 0.400026059 0.56339540 0 164108.74 graduate
## 257 0.314115494 0.47944814 0 167555.42 high_school
## 259 0.680482455 0.73318866 0 166454.66 graduate
## 260 0.725081153 0.73939754 0 156081.72 college
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## 1972 0.568276678 0.62830594 0 34707.90 college
## 1975 0.415403515 0.52794080 0 124992.34 college
## 1977 0.484944510 0.54884154 0 184501.88 other
## 1978 0.529672311 0.43196399 1 157746.21 high_school
## 1979 0.334796023 0.48518577 1 196884.26 high_school
## 1980 0.648008172 0.62742491 1 122404.71 college
## 1982 0.421193354 0.67509021 1 185082.37 college
## 1983 0.396397468 0.47442292 0 177193.81 college
## 1984 0.359153772 0.37606844 1 180787.35 college
## 1985 0.634496428 0.72438678 0 156901.42 college
## 1986 0.444530202 0.51599760 0 180399.41 college
## 1987 0.579672454 0.47372011 0 157973.00 college
## 1988 0.149206777 0.51293728 0 135635.42 college
## 1989 0.586233455 0.73549115 1 168060.14 college
## 1991 0.412556799 0.51806236 0 148344.84 college
## 1992 0.686198793 0.55285507 0 105601.08 high_school
## 1993 0.511987598 0.75788653 0 161570.66 high_school
## 1994 0.325250533 0.49349020 1 208049.60 graduate
## 1995 0.460314253 0.61529458 0 197082.97 high_school
## 1997 0.366927480 0.50471360 1 204930.66 college
## 1998 0.507665166 0.64584221 0 190024.41 college
## 1999 0.629028405 0.51465028 0 149833.41 college
## 2000 0.534542933 0.43853124 0 129096.16 college
## 2001 0.333065850 0.38991681 1 102370.39 college
## 2002 0.492387386 0.38386380 1 198125.33 college
## 2003 0.503836953 0.54653279 1 197448.62 high_school
## 2004 0.439310415 0.58657641 1 122289.20 college
## 2005 0.481908771 0.57016595 0 186078.72 high_school
## 2006 0.470386699 0.57144396 0 145885.25 college
## 2007 0.261325351 0.44841954 1 177708.06 graduate
## 2008 0.445856884 0.67849852 0 213270.30 college
## 2009 0.186730531 0.06734866 0 201840.97 college
## 2010 0.355411120 0.53798314 1 157122.78 college
## 2011 0.518207474 0.49198277 0 180286.51 college
## 2012 0.292167336 0.50345244 0 125530.54 high_school
## 2013 0.503862401 0.50742619 0 135534.92 college
## 2014 0.599880051 0.56128547 0 155784.66 college
## 2015 0.752905253 0.60421455 0 213391.88 college
## 2016 0.445950586 0.53880887 0 142361.76 graduate
## 2017 0.657253869 0.65969097 0 167875.37 high_school
## 2018 0.796189423 0.84931612 0 149118.85 college
## 2019 0.216538746 0.22353872 0 205864.38 college
## 2020 0.301257074 0.44966004 1 134824.77 college
## 2021 0.568448838 0.56904674 0 194343.08 college
## 2022 0.348801398 0.39563261 0 181760.44 high_school
## 2023 0.589878640 0.67154949 0 212558.56 college
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## 2027 0.358758495 0.56534010 0 137453.96 high_school
## 2028 0.567637487 0.54747625 0 206858.01 college
## 2029 0.419015393 0.64286087 0 207991.29 college
## 2030 0.210478642 0.15526890 1 191326.49 college
## 2031 0.689730864 0.89122862 0 213403.91 college
## 2032 0.507380862 0.59693245 1 170095.57 college
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## 2034 0.426484952 0.68345064 0 126422.36 high_school
## 2035 0.280769864 0.40023887 0 174351.25 graduate
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## 2041 0.406952215 0.25808131 0 113896.02 college
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## 2045 0.665376632 0.73624770 1 182782.55 college
## 2046 0.283118815 0.29077299 0 220516.49 graduate
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## 2048 0.609931522 0.54170487 0 199617.98 college
## 2049 0.570612725 0.64104867 0 192861.97 graduate
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## 2052 0.346238304 0.50167251 0 149035.15 college
## 2053 0.263358670 0.44151124 0 164449.98 college
## 2054 0.543294636 0.53462374 0 210895.78 college
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## 2058 0.486486597 0.47266393 0 220900.44 graduate
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## 2062 0.914522635 0.65176597 0 182968.19 high_school
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## 2068 0.554258139 0.64345700 0 182746.61 college
## 2069 0.757212107 0.75952021 1 107047.72 graduate
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## 2076 0.486626689 0.48060283 0 200500.66 college
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## 2083 0.598627105 0.64397909 0 157188.87 high_school
## 2084 0.347579413 0.46214627 0 189937.44 college
## 2085 0.361537050 0.34425429 0 173973.62 college
## 2086 0.450737244 0.62429896 0 161098.53 college
## 2087 0.414737646 0.54926463 0 123494.96 high_school
## 2088 0.685740694 0.74452410 0 90318.10 college
## 2090 0.528619009 0.56108424 0 221774.64 college
## 2091 0.558095244 0.69178955 0 208398.97 college
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## 2093 0.703787351 0.77303048 0 189020.13 high_school
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## 2096 0.434859221 0.42820971 1 163805.87 high_school
## 2097 0.512772007 0.40898860 0 134170.87 college
## 2099 0.523322240 0.62479835 0 185442.20 college
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## 2102 0.501073985 0.67113491 0 117098.06 college
## 2103 0.461272167 0.34399300 0 152032.21 college
## 2105 0.400723576 0.67883146 0 172101.97 high_school
## 2106 0.342679896 0.43551950 0 167344.93 college
## 2107 0.478711204 0.61787942 0 146223.05 high_school
## 2108 0.532292787 0.69864726 0 118702.68 graduate
## 2111 0.464017594 0.51378994 0 136123.53 college
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## 2113 0.539481866 0.61991072 0 172515.00 high_school
## 2114 0.238934288 0.48920403 0 167439.61 college
## 2118 0.619033273 0.53875956 1 177565.37 graduate
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## 2121 0.440935369 0.60056381 0 171238.95 high_school
## 2122 0.459948045 0.67937463 1 128591.66 college
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## 2125 0.271075558 0.42390986 0 160441.94 college
## 2126 0.405675711 0.49184906 0 150781.08 high_school
## 2127 0.606564070 0.66896394 0 210118.95 college
## 2128 0.451512020 0.31451642 0 238393.85 high_school
## 2129 0.371576401 0.45142502 0 127723.32 college
## 2130 0.560426290 0.71731756 0 257518.98 college
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## 2159 0.582804010 0.61885424 0 157994.05 high_school
## 2160 0.340581567 0.44699711 0 109345.56 college
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## 2171 0.523511517 0.63958712 0 156701.47 college
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## 2181 0.463994812 0.41578068 0 190463.08 college
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## 2189 0.468435243 0.60427454 0 185990.89 college
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## 2249 0.490971376 0.72697095 0 141332.83 graduate
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## 5583 0.463584176 0.60264431 0 156507.49 college
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## [ reached 'max' / getOption("max.print") -- omitted 11892 rows ]dim(no_missing_loan)## [1] 16653 21- Data summary statistic
- Find the summary statistics of the data set. You can use summary function from dplyr.
library(dplyr)## Warning: package 'dplyr' was built under R version 4.3.1##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionsummary(no_missing_loan)## tot_balance avg_bal_cards credit_age credit_age_good_account
## Min. : 0 Min. : 0 Min. : 0.0 Min. : 0.0
## 1st Qu.: 92142 1st Qu.:10135 1st Qu.:231.0 1st Qu.:120.0
## Median :107740 Median :12237 Median :281.0 Median :146.0
## Mean :107503 Mean :12226 Mean :280.9 Mean :146.2
## 3rd Qu.:122932 3rd Qu.:14297 3rd Qu.:330.0 3rd Qu.:172.0
## Max. :200000 Max. :25000 Max. :550.0 Max. :300.0
## credit_card_age num_acc_30d_past_due_12_months num_acc_30d_past_due_6_months
## Min. : 0.0 Min. :0.0000 Min. :0.00000
## 1st Qu.:242.0 1st Qu.:0.0000 1st Qu.:0.00000
## Median :285.0 Median :0.0000 Median :0.00000
## Mean :285.4 Mean :0.1579 Mean :0.02936
## 3rd Qu.:330.0 3rd Qu.:0.0000 3rd Qu.:0.00000
## Max. :550.0 Max. :5.0000 Max. :2.00000
## num_mortgage_currently_past_due tot_amount_currently_past_due
## Min. :0.0000 Min. : 0.0
## 1st Qu.:0.0000 1st Qu.: 0.0
## Median :0.0000 Median : 0.0
## Mean :0.0299 Mean : 354.2
## 3rd Qu.:0.0000 3rd Qu.: 0.0
## Max. :1.0000 Max. :35000.0
## num_inq_12_month num_card_inq_24_month num_card_12_month num_auto_.36_month
## Min. : 0.0000 Min. : 0.000 Min. :0.0000 Min. :0.000
## 1st Qu.: 0.0000 1st Qu.: 0.000 1st Qu.:0.0000 1st Qu.:0.000
## Median : 0.0000 Median : 0.000 Median :0.0000 Median :0.000
## Mean : 0.6133 Mean : 1.044 Mean :0.2723 Mean :0.165
## 3rd Qu.: 1.0000 3rd Qu.: 1.000 3rd Qu.:1.0000 3rd Qu.:0.000
## Max. :10.0000 Max. :18.000 Max. :3.0000 Max. :2.000
## uti_open_card pct_over_50_uti uti_max_credit_line pct_card_over_50_uti
## Min. :0.0000 Min. :0.0000 Min. :0.0000 Min. :0.0000
## 1st Qu.:0.4048 1st Qu.:0.4011 1st Qu.:0.3778 1st Qu.:0.4643
## Median :0.4909 Median :0.4855 Median :0.4649 Median :0.5518
## Mean :0.4914 Mean :0.4842 Mean :0.4653 Mean :0.5511
## 3rd Qu.:0.5783 3rd Qu.:0.5679 3rd Qu.:0.5541 3rd Qu.:0.6384
## Max. :1.0000 Max. :0.9294 Max. :1.0000 Max. :1.0000
## ind_XYZ rep_income rep_education Def_ind
## Min. :0.0000 Min. : 20000 Length:16653 Min. :0.0000
## 1st Qu.:0.0000 1st Qu.:143751 Class :character 1st Qu.:0.0000
## Median :0.0000 Median :166630 Mode :character Median :0.0000
## Mean :0.2487 Mean :166504 Mean :0.1019
## 3rd Qu.:0.0000 3rd Qu.:189020 3rd Qu.:0.0000
## Max. :1.0000 Max. :300000 Max. :1.0000- Based on the mean, mode, and median, is “num_card_inq_24_month” bell shaped, left, right skewed? How about “tot_amount_currently_past_due”? “credit_age”?
# Because median is smaller than mean (0<1.044) so "num_card_ing_24_month" is right skewed.
# "tot_amount_currently_past_due" is also right skewed because median is smaller than mean (0<354.2).
# "credit_age" is bell-shaped because median approximately equals to mean (281 and 208.9).- Plot a histogram of the variables in b above. Do the shapes of histograms confirm the skewness you found in b?
hist(loan_default$num_card_inq_24_month, main = "Histogram of Number of Credit Card Inquiries in last 24 Months", xlab = "Number of Credit Card", ylab = "Frequency", col = "lightpink")
hist(loan_default$tot_amount_currently_past_due, main = "Histogram of Total Amount Past due currently for all Credit Accounts", xlab = "Total amount past due", ylab = "Frequency", col = "lightpink")
hist(loan_default$credit_age, main = "Histogram of Age in Months of First Credit Product Obtained by the Applicant", xlab = "Age in months of first credit product", ylab = "Frequency", col = "lightpink")
# The shapes of histograms match the skewness of each variable I found in part b.- How would your convert the “rep_education” column into numerical data? Name two ways.
# As I have learned, two ways to convert text to numerical data are: Counting vectorization and Term frequency-Inverse document frequency.- Data Visualization:
- Plot a bar graph for the “Def_Ind” column and describe it.
library(ggplot2)## Warning: package 'ggplot2' was built under R version 4.3.2ggplot(loan_default, aes(x = Def_ind)) + geom_bar(fill = "lightpink", color = "black") + labs(title = "Bar Graph of Indicator of Default", x = "Indicator of default", y = "Frequency")
# This bar graph displays the indicator of default. The x-axis of the graph contains two values which are 0 and 1. 1 is account defaulted after an account was approved and opened with the bank in the past 18 months while 0 means not defaulted. The y-axis shows the frequency of each value. There are around 2480 accounts that are defaulted but almost 18000 accounts are not defaulted. The distribution reveals the prevalence of default within the data set, providing a clear understanding of the number of accounts facing financial difficulties. Overall, the proportion of accounts defaulted are approximately 9 times less than the proportion of accounts that are not defaulted. Doing further analysis can find out factors leading to this situation as well as potential risks. - Plot a bar graph for the “rep_education” column and describe it.
library(ggplot2)
ggplot(loan_default, aes(x = rep_education)) + geom_bar(fill = "lightpink", color = "black") + labs(title = "Bar Graph of Education Level", x = "Education level", y = "Count")
# This graph depicts the education levels of applicants in the data set. The x-axis categorizes education into four levels which are: graduate degree, college degree, high-school or below and other. The y-axis gives us the number of time each of these levels appears. According to the bar graph, the majority of applicants reported that they are in college (about 12450 applicants). In the second place is high-school or below with 5500 applicants and then is 2500 graduate applicants and 200 applicants in other education level. This distribution not only provides insights into the education landscape of the applicant pool but also highlight the prevalence of college-level education among them.- Plot a histogram of the “rep_income” variable.
library(ggplot2)
ggplot(loan_default, aes(x = rep_income)) + geom_histogram(fill = "lightpink", color = "black") + labs(title = "Histogram of Annual Income", x = "Income", y = "Frequency")## `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.## Warning: Removed 1559 rows containing non-finite values (`stat_bin()`).
# The histogram illustrates the annual income distribution among applicants in the data set. The bell-shaped distribution in the graph suggests a balanced and symmetrical pattern in the income data. This symmetry indicates that the mean, median and mode approximately equal to each other. Overall, most of applicants have income range from $100,000 to $200,000 (1e+05 to 2e+05) with the mean of $166,504 and median of $166,630. The reported descriptive statistics combined with the visual representation paint a comprehensive picture of the income landscape, which reveals a central tendency around the mean income values.Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.